Systems and methods of identity protection and management

Information

  • Patent Grant
  • 9542553
  • Patent Number
    9,542,553
  • Date Filed
    Thursday, August 6, 2015
    9 years ago
  • Date Issued
    Tuesday, January 10, 2017
    7 years ago
Abstract
In an embodiment, a computing system, such as a monitoring computer, receives a request from a user to monitor an account of the user with an online service provider. The request may include personal information and user preferences for one or more protective actions. The system periodically monitors external data sources for indications of changes to personal information associated with the account, and detects changes or attempted changes to personal information associated with the account. The system may determine risk levels associated with detected changes or attempted changes, and transmit a notification to the user via a communication channel selected based on the determined risk level and/or the user preferences. The system may also initiate protective actions, so that further unauthorized access to the account may be prevented.
Description
BACKGROUND

This disclosure relates to personal information management, and particularly, systems and methods for management of identity and personal information on external services.


Communication systems and network systems such as the Internet enable users to access a multitude of services such as e-commerce services, banking services, credit services, social networking services, and the like. Users often maintain relationships with many of these services. They may have accounts with these services accessed by credentials such as user names and passwords. Furthermore, these services may store personal information of users, such as personal names, relationships with others, home and residence addresses, telephone numbers, credit card numbers, financial information, and so on. Such users often rely on these services to maintain this information, and any compromise to the security or accuracy of this information may impose substantial costs on those users. For example, if an unauthorized person manages to gain access to the user's account and change that user's password, login information, or personal information, then that user may become unable to access his or her account and may be forced to deal with the fallout of identity theft, which can be costly and time-consuming for the user.


In order to prevent such identity theft and unauthorized access, online services often send out notifications of changes to personal information on users' accounts. For example, where a user changes his or her password, online services often send out an email confirmation to notify the user of the password change. Unfortunately, such notifications may become too numerous and burdensome for the user to carefully review to detect fraud and/or identity theft. Additionally, such notifications may be hidden among other communications, such as other emails, and thus not be noticed by the user in a timely manner. For example, notifications may be misclassified as junk mail or spam, possibly resulting in them going unnoticed by the user. Thus, such notifications may be ignored by users and thus become ineffective.


SUMMARY

Accordingly, disclosed herein are systems and methods of management of identity and personal information, such as account information stored by service providers. The systems and methods disclosed herein enable a user to effectively detect relevant events indicative of changes to identity and/or personal information, such as changes to passwords, login information, address information, and other personal information associated with the user's various accounts with service providers. Additionally, the systems and methods disclosed herein may enable the user to specify automatic actions to be taken in response to such events. Thus, the user may be relieved of the need to manually monitor and/or respond to such events and may be enabled to rapidly respond to those events.


In one embodiment, a method of monitoring and handling potential identity theft threats is performed by a monitoring computer having one or more computer processors. The monitoring computer receives a request from a user to monitor an account of the user with an online service provider. The request includes personal information associated with the user and user preferences for one or more protective actions to be taken in response to detection, by the monitoring computer, of a change or attempted change to personal information associated with the account. The monitoring computer periodically monitors one or more external data sources for indications of changes to personal information associated with the account. The monitoring computer detects a change or attempted change to personal information associated with the account. The monitoring computer determines a risk level associated with the detected change or attempted change to personal information associated with the account. The monitoring computer transmits a notification to the user via a communication channel selected based on the determined risk level and/or the user preferences. The monitoring computer initiates one or more protective actions selected based on one or more of the determined risk level or the user preferences. Further unauthorized access to the account may be prevented by the one or more actions.


In an embodiment, periodically monitoring one or more external data sources for indications of changes to personal information comprises periodically connecting to an external service, providing the external service with login credentials associated with the user, and determining whether the external service accepts the provided login credentials.


In an embodiment, periodically monitoring one or more external data sources for indications of changes to personal information comprises periodically retrieving electronic messages associated with the user and analyzing the content of the retrieved messages to determine whether any of the messages indicates a change to personal information.


In an embodiment, the risk level may be determined at least in part based on whether a preauthorization for the change or attempted change to personal information was received.


In an embodiment, the one or more protective actions are initiated subsequent to receiving user approval for initiating the one or more protective actions.


In an embodiment, the one or more protective actions are initiated without requiring user approval for initiating the one or more protective actions.


In one embodiment, a computing system is configured to monitor and handle potential identity theft threats. The computing system includes a computer-readable storage medium having stored thereon a plurality of executable software modules. The computing system includes one or more computer processors configured to execute the plurality of software modules stored on the computer-readable storage medium. The computing system includes a network interface. The computing system includes a message monitoring module configured to retrieve an electronic message and determine whether the electronic message indicates a change or a possible change to personal information. The computing system includes an event notification module configured to determine a risk level associated with the electronic message in response to the message monitoring module determining that the electronic message indicates a change or a possible change to personal information. The event notification module may be further configured to execute one or more user-customizable responsive actions based upon the risk level associated with the electronic message as determined by the event notification module.


In an embodiment, the message monitoring module may be configured to retrieve the electronic message by automatically logging into one or more email accounts and gathering messages from the one or more email accounts.


In an embodiment, the message monitoring module may be configured to retrieve the electronic message by receiving messages sent to the computing system.


In an embodiment, at least one of the user-customizable responsive actions may be sending an electronic notification identifying the possible change to personal information.


In an embodiment, the event notification module may be configured to execute at least a portion of the user-customizable responsive actions only in response to receiving a user confirmation message.


In an embodiment, the user-customizable responsive actions are selected based upon stored user preferences and the risk level associated with the electronic message.


In an embodiment, the event notification module may be further configured to determine whether the possible change to personal information was preauthorized, and further configured to execute different user-customizable responsive actions if the possible change to personal information was preauthorized.


In an embodiment, a non-transitory computer-readable medium comprises executable instructions configured to cause one or more computer processors to perform operations such as the following. The system periodically determines whether a network service is accessible based on a set of user credentials, by performing operations on a periodic basis. The system transmits a login request to the network service. The login request comprises the user credentials formatted in accordance with a protocol used by the network service. The system receives a login response from the network service. The system determines whether the login response indicates that the network service did not accept the user credentials. The system, in response to a determination that the login response indicates that the network service did not accept the user credentials, performs one or more event responses, selected based at least upon user preferences relating to the network service.


In an embodiment, transmitting a login request to the network service comprises transmitting an HTTP request to the network service.


In an embodiment, determining whether the login response indicates that the network service did not accept the user credentials comprises comparing the login response to one or more predefined parsing rules associated with the network service.


In an embodiment, at least one of the event responses may be sending an electronic notification identifying the possible change to personal information.


In an embodiment, at least a portion of the event responses may be performed only in subsequent to receiving a user confirmation message.


In an embodiment, the event responses may be selected based upon a risk level determined based on the login response.


In an embodiment, the operations may also include determining whether the possible change to personal information was preauthorized. The event responses are selected based at least in part on whether the possible change to personal information was preauthorized.





BRIEF DESCRIPTION OF THE DRAWINGS


FIG. 1 is a block diagram representing a system of identity protection and management as used in an embodiment.



FIG. 2 is a flow chart of a process of handling a detected event as used in an embodiment.



FIG. 3 is a flow chart of a process of analyzing messages for personal information change data as used in an embodiment.



FIG. 4 is a flow chart of a process of verifying credentials with a service as used in an embodiment.



FIGS. 5A and 5B are sample user interfaces for specifying monitoring services as used in an embodiment.



FIG. 6 is a sample notification email that may be sent in response to an event as used in an embodiment.



FIG. 7 is a sample notification message user interface that may be displayed on a mobile device as used in an embodiment.



FIG. 8 is a block diagram of a computing system, as used in an embodiment.





DETAILED DESCRIPTION


FIG. 1 is a block diagram of a system of identity protection and management, as used in an embodiment. The system may comprise one or more computing devices, and various elements depicted in FIG. 1 may be included in a single computing device, in separate individual computing devices, or in any combination thereof. The computing device or devices implementing the system of FIG. 1 may be connected to one or more networks such as the Internet by which they may communicate with external entities and data sources.


In an embodiment, the system comprises a management system 101 which performs methods of identity protection and management, as described throughout this specification. Management system 101 may provide various interfaces by which users 102 may access data on the management system. For example, the management system may provide one or more user interfaces via module 103 that may be accessed by users 102. Such user interfaces may include, for example, HTML interfaces, mobile device or tablet computer application interfaces, RSS feeds, audiovisual interfaces, textual interfaces, application programming interfaces, and the like. Additionally, management system 101 may enable users 102 to access data via event notifications module 104. Such event notifications may be sent by any number of means, including, for example, email, text message, instant message, telephone communications, physical mail, and other forms of communication known to those of skill in the art. Management system 101 may provide further interfaces to users 102, other than those provided by modules 103 and 104, as may be known to those of skill in the art.


Management system 101 may have access to various data repositories, in an embodiment. The data repositories may be any of various forms of data storage that may be accessed by a computing system, such as hard drives, tape drives, flash memory, random-access memory, read-only memory, EEPROM storage, and so on, as well as any combination thereof. The data may be formatted within the repositories in one or more formats, referred to herein as “data structures,” such as flat text file storage, relational databases, non-relational databases, XML, comma-separated values, Microsoft Excel files, and so on, as well as any combination thereof. The data repositories may provide various forms of access to the stored data, such as by filesystem access, network access, a SQL protocol (e.g. ODBC), HTTP, FTP, NFS, CIFS, and so on, as well as any combination thereof. As used throughout this specification, the terms “data store,” “repository,” “storage device,” and the like may refer to any such data repository as described herein or otherwise known to those of skill in the art.


In an embodiment, management system 101 may be connected to online service data repository 105 which may include information on various online services such as website services, social networking services, online banking services, e-commerce services and the like. The data included in repository 105 may include data such as a URL and/or location for an online service, types of login credentials for the online service, methods of accessing and providing credentials for the online service, forms of communication used by the online service such as email notifications, data provided by the online service and so on.


In an embodiment, repository 105 receives information on an online service by manual entry performed by an operator or administrator of management system 101. In an embodiment, management system 101 includes automated software routines that gather appropriate information from online services, so that repository 105 may be populated and/or updated automatically. In an embodiment, management system 101 receives information descriptive of online services directly from those online services, and may use that descriptive information to populate repository 105.


Additionally, management system 101 may be in communication with credentials and user information repository 106. The repository may be physically stored on the same storage medium as repository 105 or on different storage media, and the two repositories may be implemented in a single repository in an embodiment. The credentials and user information repository 106 may include information about individual users and user accounts. Such information may include login credentials to access the management system so that users may establish accounts and utilize the services provided by the management system. Additionally, repository 106 may include information about users' online identities. Such information may include, for example, login credentials for various online services, types of identities of services to be monitored, types of services to be monitored, preferences for monitoring of online services, preferences for notifications, preferences for levels of urgency for notifications, and the like.


Management system 101 may include or be connected to identity monitoring service 107. The identity monitoring service may provide periodic or on-demand monitoring of online identity and personal information. For example, identity monitoring service 107 may execute an email monitoring module 108 configured to monitor user emails. Such monitoring may be performed either immediately upon receipt of emails for individual users or on a periodic basis by retrieving relevant emails from a user's account. Identity monitoring service 107 may also execute a credentials monitoring module 109 which may be configured to periodically attempt to access various online services on behalf of users and retrieve personal information associated with those users in order to detect changes or updates to identity and personal information associated with those users. Identity monitoring service 107 may further execute a direct notification module 110 which may be configured to directly receive information about identity and personal information changes from one or more online services. Such direct notifications may be received through standard network protocols such as HTTP or specialized communication protocols including secure communication protocols established with online services.


In an embodiment, monitoring service 107 performs various monitoring tasks, as described previously or as may be contemplated otherwise, to detect events. Events may be related to changes in identity and/or personal information maintained by a service. For example, if a user's login name, password, or other authentication credentials are changed on an online service, the change may be detected by monitoring service 107, thus triggering an event. Monitoring service 107 may also be configured to detect changes to personal information stored online, such as address information, as a type of event. An event indicating an address change could inform a user, for example, of an unauthorized attempt to cause goods or services to be delivered to a different location, which would be a form of identity theft. Other activities may also be considered events by the system, such as online orders or service requests. If the monitoring service 107 is able to trigger events in response to unauthorized online orders or service requests, then the system may be able to stop the orders from being shipped or the services being performed, thus again minimizing the impact of identity theft.



FIG. 2 is a flow chart of a process of handling and/or responding to a detected event as used in an embodiment. Such a process may be used by the event notification module 104 of management system 101 as shown in FIG. 1. In various embodiments, additional blocks may be included, some blocks may be removed, and/or blocks may be connected or arranged differently from what is shown.


At block 201, an event is identified. Such an event may be triggered by one of any number of modules such as the user email module 108, credentials monitoring module 109, or direct monitoring module 110 of the identity monitoring service 107 as shown in FIG. 1. The event identified at block 201 may, in various embodiments, include information about an associated user, an associated online service, personal information associated with the event, other relevant information, or any combination thereof.


At block 202, the system determines whether or not the event identified at block 201 was anticipated. An event may be anticipated, for example, because a user has intentionally caused a change to that user's personal information. For example, where a user decides to change a password or an online account, the password change may be anticipated because it was intended by the user.


The determination of whether an event is anticipated may be based on preauthorization data which includes information provided by users about which events to anticipate. Users may provide preauthorization for events by contacting the system and indicating that a particular event is to be anticipated, via a web interface, mobile application, or other means. Additionally or alternatively, algorithms including artificial intelligence algorithms may be used to determine whether an event is anticipated or how likely an event is to be non-anomalous, known, and/or authorized by the user. Such algorithms may be similar to, for example, algorithms used to detect credit card fraud, as will be known to those of skill in the art.


If the event is anticipated, then at block 203, the system ignores the event or alternatively generates a low-priority notification and/or response. This provides the advantage that the user will only be notified of unexpected and/or important events, so that the user will not be inundated with unnecessary notifications.


If the event is not anticipated then at block 204 the system determines the nature, urgency, and/or other characteristics of the event. This determination may be based on any number of factors including, for example, the nature of the event identified, user preferences stored by the system, frequency of events identified with respect to this user or other users on the system, general information maintained by the system regarding trends in identity fraud, and other information that may be available to the system.


At block 205, the system retrieves user preferences for notifications. These user preferences may be retrieved from one or more data repositories such as repository 106 shown in FIG. 1. Then, based on the nature and urgency of the event determined at block 204, the user preferences retrieved at block 205, and/or other information available to the system, the system may determine at block 206 an appropriate event response, such as a method of notifying the user of the identified event. The system may then generate a notification 207 to be provided to the user by any number of forms of communication known to those of skill in the art, including, telephone notifications, text messages, instant messages, email messages, physical mail messages and/or other forms of communication, as well as any combination thereof. In an embodiment, the system may determine that no notification is required and thus send no notification to the user. In an embodiment, the system may use default preferences provided by an administrator of the system or built into the system in addition to, or rather than, user preferences.


At block 208, the system determines whether further event responses, such as protective actions, are to be taken in response to the event that has been identified, and what actions to take, if any. The determination of further protective actions at block 208 may occur immediately after the determination of the method to notify the user at block 206, or it may occur at a later time. In an embodiment, the system first sends out a notification 207 and then waits to receive a response from the user, at block 209. Such a system enables the user to choose not to perform the protective actions, for example because the triggering event was actually caused by the user, but possibly not preauthorized. In an embodiment, the system may determine whether to wait for a user response at block 209 based on user preferences determined at block 205 or based on other information available to the system. In an embodiment, the system may perform some actions automatically and other actions only after user response.


The protective actions determined at block 208 may include any number of protective actions 210. Such actions may include notifying a third party such as a credit bureau or the police, notifying the online service, temporarily locking the user's account on the service, temporarily or permanently disabling the user's account on the service, changing the user's password on the service, or other actions that may be described throughout this specification or known to those of skill in the art.



FIG. 3 shows a flow chart of a process of reviewing emails for identity or personal information changes, as used in an embodiment. In various embodiments, additional blocks may be included, some blocks may be removed, and/or blocks may be connected or arranged differently from what is shown.


Although the process of FIG. 3 is described with respect to email messages, the process may be applied to other forms of communication as will be known to those of skill in the art. For example, the system may be configured to receive and analyze text messages received on the user's cell phone. In another embodiment, the system may be configured to automatically review physical mail that may have been, for example, scanned in by the user.


The system may access emails in any number of ways. For example, at block 301, the system may directly access the user's email. This may be done, for example, by the system maintaining the user's email account, login and password and periodically accessing the user's email account to retrieve messages. Such retrieval may be performed via an online interface such as a web interface, an IMAP interface, a POP interface, or the like. Alternatively or additionally, the system may receive emails for the user directly at block 302. For example, the user may configure one or more email accounts to automatically forward and/or copy all messages to a specialized email address operated by the system so that the system may receive messages immediately. In an embodiment, the user may maintain one or more email accounts on the system, in which case all messages may be delivered to the system or otherwise accessed so that they may be reviewed.


Upon accessing one or more messages from block 301, from block 302, and/or by other means, the system analyzes the content and/or headers of the email messages at block 303. The data analyzed by the system at block 303 may include any data associated with an email message such as the sender of the message, the recipient of the message, the time and date of the message, the subject line of the message, any Internet headers included in the message, digital signatures attached to the message, attachments to the message, images included in the message, the content of the message, MIME parts of the message, Internet addresses such as IP addresses associated with the message, and so on. For example, the system may identify messages containing the terms “password change,” “address change,” “email address change,” “account created,” “account modified,” “account removed,” and so on. In various embodiments, the parameters such as keywords to be identified may be manually configured, or they may be automatically determined by an automated process such as a machine learning process, Bayesian analysis, neural network processing, and so on.


In an embodiment, the system may be configured to recognize one or more specialized headers in the message. Such a specialized header may be used, for example, by an online service to enable the automatic detection of messages relating to personal information changes. For example, when a user changes a login name or password on an online service account, the online service may be configured to send an email to that user with a specialized header indicating that the message relates to a login name or password change. In an embodiment, such a specialized header may include one or more digital signatures to provide verification that the message originated from the online service.


At block 304, the system determines whether the email indicates a change in identity information based on the analysis performed at block 303. Such identity information changes may include changes to the user's login name, password, personal name, account number, associated accounts, home address, mailing address, telephone number, email address, or the like. In an embodiment, the system detects attempted changes as well as or alternatively to successful changes, in which case the system may provide notifications as to attempted changes.


If at block 304 the system determines that the email indicates a change (or attempted change) in identity information, then at block 305 the system triggers an event for processing. This triggering of an event may invoke an event notification process, such as that shown in FIG. 2, which determines whether a notification should be transmitted, and attributes of the notification. In an embodiment, at block 305, the event is processed (e.g. by the process outlined in FIG. 2) immediately upon the determination that the email indicates a change in identity information. In an alternate embodiment, the system may initiate event processing at block 305 on a regular or periodic basis such as once every hour, once every day, or once every week. Whether the event is processed immediately or at a later time may depend on user preferences and/or the nature of the event, including the urgency of the event.


If the email is determined not to indicate a change in identity information at block 304 or after the event is processed at block 305, the system waits for the next monitoring cycle at block 306. The system may be configured to perform the monitoring shown in blocks 301 or 302 on a periodic basis such as a daily, weekly, or monthly basis. In such a case, the system would, at block 306, wait for the appropriate period of time to elapse prior to again reviewing messages. In an additional embodiment, the system may wait at block 306 for further messages to be received prior to again performing either of block 301 or 302.



FIG. 4 is a flowchart of a process of verifying credentials with an online service, as used in an embodiment. Although this process is described with respect to an online service connected via a network such as the Internet, this process may equally be applied to services accessible by other forms of communication. For example, this process may be applied to telephone services by automatically dialing and providing information to such services. In various embodiments, additional blocks may be included, some blocks may be removed, and/or blocks may be connected or arranged differently from what is shown.


At block 401, the system maintains online credentials for a user. These online credentials may include a login name and a password. Other information that may be used to authenticate users to online services may also be stored at block 401.


At block 402, the system connects with an online service associated with the credentials maintained at block 401. The system may connect with the online service by any number of means. For example, it may attempt to access the main web page of the online service or it may attempt to access a login page of the online service. In another embodiment, the system may access a special application programming interface (API) provided by the online service. Such an API may be an HTML based API such as a SOAP API or a REST API. In an embodiment, the communications performed at block 402 are performed over a secure channel. In an embodiment, the system maintains instructions for how to connect with the online service at block 402 in one or more repositories such as the online service repository 105 of FIG. 1.


At block 403, the system provides the credentials maintained at block 401 to the online service to which the system has connected at block 402. The system may be configured to provide those credentials to the online service in a manner expected by the online service. The appropriate manner of providing those online credentials may be stored in a repository such as online service repository 105 in FIG. 1.


In an embodiment, the credentials are provided over a secure communications channel. In an embodiment, the credentials may be provided by an HTTP protocol such as an HTTP POST form submission. In an embodiment, the credentials may be transmitted using an HTTP Basic or Digest authentication protocol. In other embodiments, the credentials may be transmitted using a challenge/response protocol, a digital signature, or by other means. Additionally and/or alternatively, the credentials, or any part of the credentials such as a password, may be encrypted or may be obfuscated using a hash function, such as a cryptographic or one-way hash function.


At block 404, the system retrieves a response from the online service, subsequent to the system providing the credentials at block 403. The system may interpret and/or parse the response based on information about the online service, such as information stored in repository 105 of FIG. 1. At block 405, the system analyzes the response retrieved at block 404 to determine whether the response indicates that the credentials were accepted. Such a determination may be specific to particular online services, may depend on the nature of the content received, and/or may be based on parsing of the response data for inclusion of content indicative of whether the credentials were accepted. For example, where the content is a webpage indicating that the password was not correct, then the system may determine that the credentials were not accepted.


If the credentials are not accepted at block 405, then at block 406 the system triggers an event for processing. Such triggering of an event may invoke the performance of a process such as that shown in FIG. 2. As explained previously with respect to FIG. 3, the triggering of the event at block 406 may be performed immediately in response to the determination that the credentials were not accepted or it may be performed at a later time.


If the response indicates that the credentials were accepted at block 405 or after the event is processed at block 406, the system waits for the next monitoring cycle at block 407. The particular intervals at which the system performs the monitoring of online credentials may be specified by the user as a preference. Alternately, the system may include a default period for monitoring. In an embodiment, the system waits for a predefined action that indicates that the credentials should be tested, such as a user-initiated request or a notification from the online service being monitored.



FIGS. 5A and 5B depict sample user interfaces for specifying monitoring services, as used in an embodiment. A user may use such interfaces to manage the performance of monitoring services such as those shown in FIGS. 3 and 4. Additionally, the user may use such interfaces to manage the handling of event notifications and other protective actions such as those shown in FIG. 2. In an embodiment, the system may provide these interfaces to a user computing device or other device by means of a website, a mobile phone application, a tablet device application, a telephone call system, an application programming interface or by other means of communication. In an embodiment, multiple interfaces may be provided.



FIG. 5A illustrates an embodiment of an interface for establishing email monitoring preferences. In this embodiment, the user is able to select an online service using interface element 501. The user may select an online service by typing in a name and/or URL of the online service. In an embodiment, the user may alternatively select the online service using a predefined list. In other embodiments, the user may select the online service by other means. In an embodiment, the user may be able to specify the methods of monitoring a service, thus possibly enabling the user to monitor services not already known to the system.


The user may provide options for online credentials verification using the interface elements shown in block 502. Such information may be used to control a process such as that shown in FIG. 4. The user may provide login credentials such as a user name and password using interface elements 503. Additionally, the user may provide information such as the frequency of monitoring using interface elements 504. The system may request additional information or less information depending on the particular requirements of the monitoring service provided by the system.


The user may configure email monitoring services using the interface elements included in block 505. The information provided in block 505 may be used to configure the performance of a method such as that shown in FIG. 3. For example, the user may provide an email address to be monitored using interface element 506. In an embodiment where the user wishes to have the system retrieve emails from the specified account, the user may provide login and password information or other login information to the system. In another embodiment, the system may be configured to have access to certain email services so that login credentials are not required for the email monitoring service to function.


Additionally, the user may choose to forward emails to the system and may indicate a desire to do so at using interface element 507. Upon selecting this interface the system may provide instructions to the user as to how to forward email to the system. Additionally, the system may configure itself to receive emails and perform monitoring on those emails.


The user may configure direct monitoring of the selected online service using the interface elements shown in block 508. To enable direct monitoring, the user may select interface element 509. Selection of this interface element may cause the system to periodically query the online service for identity or personal information changes. The user may be provided with options for how frequently the monitoring is to be provided. Alternatively, selecting interface element 509 may cause the system to notify the online service of the user's interest in identity and personal information monitoring. Such a request may cause the online service, based on a prior agreement between the system and the online service, to send notifications to the system in response to the online service detecting changes (and/or attempted changes) to the user's identity or personal information. Such monitoring has the advantage that the system may only receive notifications about verified and actual information changes rather than likely information changes detected either through online monitoring, email monitoring or by other means.


In the embodiment shown in FIG. 5, the various forms of monitoring are associated with a particular site provided using interface element 501. In other embodiments, some or all of the forms of monitoring need not be associated with a particular site. For example, a user may be able to use email monitoring, in which case the system may, upon detecting a message of interest, determine a site or online service associated with the message and perform actions based on that message. Similarly, the user may sign up for direct monitoring without specifying a particular site, and the system would process events based on any notifications relating to the user and received from online services. Such embodiments may thus relieve the user of having to manually specify every site or service to be monitored.


Where the system provides other monitoring means, the interface shown in FIG. 5A may include further sections and interface elements to receive configuration settings for those monitoring means. In embodiments that do not implement all the monitoring means shown in FIG. 5A, the interface may be adjusted accordingly.


Turning to FIG. 5B, the system may present a user interface for specifying responses to detected events. The information provided by the user in such an interface may be used to configure the performance of a method such as that shown in FIG. 2.


In an embodiment the interface includes options for various threat or urgency levels. For example, options for severe threats are shown in box 510. Options for moderate threats are shown in box 511. Other levels of threats may also be included on this interface and/or other interfaces. Additionally, in other embodiments the system may categorize threats using different terminology or different categorizations. For example, the system may categorize events as password change events, address change events, login name change events, and so on. In such a case, the interface of FIG. 5B may display boxes for types of event categories. In an embodiment, the categorizations may be account-dependent and/or user-defined.


In an embodiment, the system provides options for notification and/or actions to be taken in response to particular events. For example, interface elements 512 provide options for notification delivery options in response to a severe threat. Interface elements 513 provide options for actions to be taken in response to a severe threat. In an embodiment the system indicates that certain notifications and/or actions are recommended. In an embodiment the recommended notification and/or actions are selected by default.


Additionally, the interface provides options for when the action should be taken. For example using element 514 the user may request to take an action automatically upon detection of the events. Using element 515, the user may request that the system ask the user before taking any further actions. In an embodiment, the recommended actions and/or notifications may change based on whether the user wishes to be asked before taking the action or taking the action automatically. In an embodiment, the interface may provide further controls for specifying that some actions are to be taken without user confirmation, and other actions are to be taken only after user confirmation.


The recommended actions may be dependent as well upon the threat level of the events. As shown in interface elements 514 and 515, the recommended notifications and actions may differ for moderate threats as opposed to severe threats. Thus, the system may recommend levels of notification and/or actions that are appropriate to particular threats, so that users need not select forms of notification and/or actions without prior suggestion.



FIG. 6 shows a sample notification email sent in response to an event, as used in an embodiment. The notification may be sent by any number of means such as by email, by text message, by voicemail, by telephone call, via a mobile phone application, via a portable computer application, or by other means.


The notification message includes pertinent information relating to the detected events. For example, the notification shows in subject line 601 that the event is a password change and that it is a severe threat. The notification message may also indicate the online service at which the event was detected 602 and it may provide information about responding to the event 603. Additionally, in an embodiment, the notification message may include a link to the content that triggered the event and/or a copy, snippet, summary, or other representation of the content that triggered the event, such as the email from the online service or the page returned by the attempted login.


In an embodiment, the notification message may provide options for the user to respond to the event. By providing these options in the notification message itself, the system provides users with the benefit of being able to respond quickly and informedly to the detected events. In an alternate embodiment, the notification message may provide a link or other mechanism by which the user may access a website, mobile phone application, or other interface for responding to the event. Such an interface may appear much like the interface described below with respect to FIG. 6.


In the embodiment shown in FIG. 6, the user may indicate using interface element 604 that the event was initiated by the user so that it may be ignored. If the user did not initiate the change, however, then the user may select interface element 605 and further select actions to be taken using interface elements 606. In an embodiment, interface elements 606 are only displayed if interface element 605 is selected to indicate that the event was not initiated by the user. In an embodiment, the elements 606 that are selected by default are based on preferences provided by the user, for example, using an interface such as that shown in FIG. 5B.


Notification email may also include an interface control 607 to enable the user to submit the information provided using element 604, 605, and 606. Upon submitting this information to the system, the system may then undertake the appropriate actions by for example applying block 208 as shown in FIG. 2.


Other embodiments of the notification message shown in FIG. 6 may be used, and may include different information from that shown. In an embodiment, the contents of the notification message are customized to the particular type of event detected. In an embodiment, where some actions have already been taken, the notification message may include information indicating the results of the actions taken. In an embodiment, upon the user requesting certain actions to be taken using the notification message, a further message confirming the results of those actions is sent to the user.



FIG. 7 is a sample user interface with a notification message as displayed on a mobile device, as used in an embodiment. The information provided by the interface may be similar to that shown in the notification email of FIG. 6, and in various embodiments the mobile interface may include less or additional information, or information organized in a different form, as is suitable for the particular mobile device. In other embodiments, notifications may be transmitted to a mobile device via other delivery mechanisms, such as SMS messages, browser-renderable content, standalone applications, etc., which may also allow the user to select protective actions through any of these mechanisms.


The sample interface of FIG. 7 includes information about the detected event 701, as well as options for displaying further information 702. The sample interface further includes options for actions to be taken 703, an interface element to initiate the performance of the actions 704, and an interface element to ignore the event 705. Additional controls and/or information may be included on the mobile interface. In an embodiment, the mobile interface is displayed as a series of screens, in order to reduce the amount of information shown on each screen to accommodate for the smaller available display size on many mobile devices.


Example System Architecture


FIG. 8 is a block diagram illustrating one embodiment of a computing system that implements the systems and methods described herein. In the embodiment of FIG. 8, a computing device 801 is in communication with a user 802, as well as an optional third-party data source 803, via a network 804. In an embodiment, the computing device 801 receives data, such as credit data, from one or more data sources 803 and accesses the data to identify information regarding one or more entities. The computing device 801 may then perform analysis and prepare information for presentation to the user 802. The management system 101 may include the same or similar components as the computing device 801. Similarly, the computing devices 801 may be used to implement any of the methods discussed herein.


The network 804 may include any communication network or combination of communication networks, such as one or more of the Internet, LANs, WANs, MANs, etc., for example. In the embodiment of FIG. 801, the computing device 801 includes a computing system having one or more computing devices (e.g., computers). The computing device 801 may include, for example, a single computing device, a computer server, a smart storage unit, or a combination of one or more computing devices and/or computer servers. Depending on the embodiment, the components illustrated in the computing device 801 may be distributed amongst multiple devices, such as via a local area or other network connection. In other embodiments the computing device 801 may include fewer and/or additional components that are illustrated in FIG. 8.


The exemplary computing device 801 may be a general purpose computer using one or more microprocessors, such as, for example, an Intel® Pentium® processor, an Intel® Pentium® II processor, an Intel® Pentium® Pro processor, an Intel® Pentium® IV processor, an Intel® Pentium® D processor, an Intel® Core™ processor, an xx86 processor, an 8051 processor, a MIPS processor, a Power PC processor, a SPARC processor, an Alpha processor, and so forth. The computer may run a variety of operating systems that perform standard operating system functions such as, for example, opening, reading, writing, and closing a file. It is recognized that other operating systems may be used, such as, for example, Microsoft® Windows® 3.X, Microsoft® Windows 98, Microsoft® Windows® 2000, Microsoft® Windows® NT, Microsoft® Windows® CE, Microsoft® Windows® ME, Microsoft® Windows® XP, Windows® 7, Palm Pilot OS, Apple® MacOS®, Disk Operating System (DOS), UNIX, IRIX, Solaris, SunOS, FreeBSD, Linux®, or IBM® OS/2® operating systems. In other embodiments, the computing device 801 may be controlled by a proprietary operating system. Conventional operating systems control and schedule computer processes for execution, perform memory management, provide file system, networking, I/O services, and provide a user interface, such as a graphical user interface (“GUI”), among other things.


The computing device 801 includes one or more central processing units (“CPU”) 805, which may each include one or more conventional or proprietary microprocessor(s). The computing device 801 may further include one or more memories 806, such as random access memory (“RAM”), for temporary storage of information, read only memory (“ROM”) for permanent storage of information, and/or a mass storage device 807, such as a hard drive, diskette, or optical media storage device. The memory 806 may store software code, or instructions, for execution by the processor 805 in order to cause the computing device to perform certain operations, such as gathering sensor-related data, processing the data with statistical and/or predictive models, formatting data for user devices or other presentation, transmitting data, or other operations described or used herein.


The methods described and claimed herein may be performed by any suitable computing device, such as the computing device 801. The methods may be executed on such suitable computing devices in response to execution of software instructions or other executable code read from a non-transitory tangible computer readable medium or computer storage device. A computer readable medium is a data storage device that can store data that is readable by a computer system. Examples of computer readable mediums include read-only memory, random-access memory, other volatile or non-volatile memory devices, CD-ROMs, magnetic tape, flash drives, and optical data storage devices.


The exemplary computing device 801 may include one or more input/output (I/O) devices and interfaces 808, such as a keyboard, trackball, mouse, drawing tablet, joystick, game controller, touchscreen (e.g., capacitive or resistive touchscreen), touchpad, accelerometer, and/or printer, for example. The computing device 801 may also include one or more multimedia devices 809, such as a display device (also referred to herein as a display screen), which may also be one of the I/O devices 808 in the case of a touchscreen, for example. Display devices may include LCD, OLED, or other thin screen display surfaces, a monitor, television, projector, or any other device that visually depicts user interfaces and data to viewers. The computing device 801 may also include one or more multimedia devices, such as speakers, video cards, graphics accelerators, and microphones, for example.


In the embodiment of FIG. 8, the I/O devices and interfaces 808 provides a communication interface to various external devices via the network 804. For example, the computing device 801 may be electronically coupled to the network 804 via a wired, wireless, or combination of wired and wireless, communication link(s). The network 804 may allow communication with various other computing devices and/or other electronic devices via wired or wireless communication links.


In the embodiment of FIG. 8, the computing device 801 may include an identity monitoring service module 107, an event notification module 104, and a user interface module 103, as well as other modules or fewer modules. The computing device 801 may include fewer or additional modules, such as the email monitoring module 108, the credentials monitoring module 109, and/or the direct notification module 110, which are discussed above with reference to FIG. 1. Each of these modules is discussed in further detail below. In general, the word “module,” as used herein, refers to logic embodied in hardware or firmware, or to a collection of software instructions, possibly having entry and exit points, written in any programming language, such as, for example, Java, Python, Perl, Lua, C, C++, C#, Objective C, etc. A software module may be compiled and linked into an executable program, installed in a dynamic link library, or may be written in an interpreted programming language such as, for example, BASIC, Perl, or Python. Software modules may be callable from other modules or from themselves, and/or may be invoked in response to detected events or interrupts. Software modules configured for execution on computing devices may be provided on a computer readable medium, such as a compact disc, digital video disc, flash drive, or any other tangible medium. Such software code may be stored, partially or fully, on a memory device of the executing computing device, such as the computing device 801, for execution by the computing device. Hardware modules may be comprised of connected logic units, such as gates and flip-flops, and/or may be comprised of programmable units, such as programmable gate arrays or processors. The modules described herein are typically implemented as software modules, but may be implemented in hardware, firmware and/or software. Generally, the modules described herein refer to logical modules that may be combined with other modules or divided into sub-modules despite their physical organization or storage.


Example Modules

In the embodiment of FIG. 8, the computing device 801 includes three modules, namely, an identity monitoring service module 107, an event notification module 104, and a user interface module 103, as well as other modules or fewer modules. In this embodiment, each of the modules is shown as part of the computing device 801. However, in other embodiments, the modules may be distributed across multiple devices, and may be controlled and/or operated by multiple different entities. These modules are configured to perform methods as described throughout this specification. In various embodiments, fewer or additional modules may be included within a computing system.


The computing device 801 may be configured to acquire user data and other external data such as third-party data. The various modules and/or other modules may comprise software alone, hardware alone, or a combination of software and hardware. The device may be especially adapted to communicate using a variety of network or communications protocols in order to communicate with external data sources such as data repositories, network servers, online services, telecommunication services, distributed computing systems, and so on. Some of these protocols may include standard network protocols, such as HTTP, FTP, SNMP, or the like. The device may further include hardware drivers, such as USB, FireWire, Thunderbolt (Light Peak), or serial communications drivers, for example to communicate with devices in direct communication with the system.


The computing device 801 may be configured to transmit, or initiate transmission of, data such as user interfaces, data reports, application programming interface data, or the like, to requesting entities, such as external user 802, that have registered interest with the system. In one embodiment, the device provides the data in an unformatted data structure, such as in an XML, CSV, TXT, or other spreadsheet, text, or web accessible data structure. In other embodiments, the device provides information in user interfaces, such as user interfaces that are configured for rendering by a web browser, mobile device, tablet device, or other device or application, for display to users. A variety of different presentations may be provided. In some embodiments, the requesting entities may indicate presentation preferences or configurations (e.g., data formats and/or types of information), and the device may transmit data based on the indicated preferences or configurations. The presentation format may also be determined based on the type of device being used by the user.


In an embodiment, any or all of the modules 103, 104, and 107-110 are configured to act in real time. Thus, when data is received by the modules, the modules process that data as soon as practicable or necessary to provide users with timely information. In order to achieve this, specialized hardware may be used to gain efficiency, and executable code may be designed to minimize latency or computation time. In an embodiment, the modules, possibly with other modules of the system, are executed within a real-time operating system, to enhance the responsiveness of the system.


SUMMARY

Depending on the embodiment, the methods described with reference to the flowcharts and block diagrams such as FIGS. 1-4 and 8, as well as any other methods discussed herein, may include fewer or additional blocks and/or the blocks may be performed in a different order than is illustrated. Software code configured for execution on a computing device in order to perform the methods may be provided on a computer readable medium, such as a compact disc, digital video disc, flash drive, hard drive, memory device or any other tangible medium. Such software code may be stored, partially or fully, on a memory of a computing device, such as the computing system 101 of FIG. 1 and/or other computing devices illustrated in the Figures, in order to perform the respective methods. For ease of explanation, the method will be described herein as performed by the various modules, such as may be executed on the computing system 101, which should be interpreted to include any one or more of the computing devices noted above and/or any other suitable computing device.


Conditional language, such as, among others, “can,” “could,” “might,” or “may,” unless specifically stated otherwise, or otherwise understood within the context as used, is generally intended to convey that certain embodiments include, while other embodiments do not include, certain features, elements and/or steps. Thus, such conditional language is not generally intended to imply that features, elements and/or steps are in any way required for one or more embodiments or that one or more embodiments necessarily include logic for deciding, with or without user input or prompting, whether these features, elements and/or steps are included or are to be performed in any particular embodiment.


Any process descriptions, elements, or blocks in the flow diagrams described herein and/or depicted in the attached figures should be understood as potentially representing modules, segments, or portions of code which include one or more executable instructions for implementing specific logical functions or steps in the process. Alternate implementations are included within the scope of the embodiments described herein in which elements or functions may be deleted, executed out of order from that shown or discussed, including substantially concurrently or in reverse order, depending on the functionality involved, as would be understood by those skilled in the art.


All of the methods and processes described above may be embodied in, and partially or fully automated via, software code modules executed by one or more general purpose computers. For example, the methods described herein may be performed by the computing devices described herein and/or any other suitable computing device. The methods may be executed on the computing devices in response to execution of software instructions or other executable code read from a tangible computer readable medium. A tangible computer readable medium is a data storage device that can store data that is readable by a computer system. Examples of computer readable mediums include read-only memory, random-access memory, other volatile or non-volatile memory devices, CD-ROMs, magnetic tape, flash drives, and optical data storage devices.


It should be emphasized that many variations and modifications may be made to the above-described embodiments, the elements of which are to be understood as being among other acceptable examples. All such modifications and variations are intended to be included herein within the scope of this disclosure. The foregoing description details certain embodiments of the invention. It will be appreciated, however, that no matter how detailed the foregoing appears in text, the invention can be practiced in many ways. As is also stated above, it should be noted that the use of particular terminology when describing certain features or aspects of the invention should not be taken to imply that the terminology is being re-defined herein to be restricted to including any specific characteristics of the features or aspects of the invention with which that terminology is associated. The scope of the invention should therefore be construed in accordance with the appended claims and any equivalents thereof.

Claims
  • 1. A method of monitoring potential identity theft threats, the method being performed by a monitoring computer having one or more computer processors, the method comprising: receiving a request, by the monitoring computer, from a user to monitor a third party account of the user with an online service provider, the request including personal information associated with the third party account;periodically monitoring the third party account of the user for indications of changes or attempted changes to personal information associated with the third party account;as part of the periodic monitoring, detecting a change or attempted change to personal information associated with the third party account;determining a risk level associated with the detected change or attempted change to personal information associated with the third party account; anddetermining, based at least in part on the determined risk level, one or more protective actions; andtransmitting to a user computing device a notification of the detected change or attempted change, and a request to select one or more of the protective actions to be taken in response to the detected change or attempted change;receiving from the user computing device an indication of selection of one or more of the protective actions by the user; andinitiating the one or more protective actions selected by the user.
  • 2. The method of claim 1, wherein periodically monitoring the third party account of the user for indications of changes to personal information comprises periodically connecting to the online service provider associated with the third party account, providing the online service provider with login credentials associated with the user, and determining whether the online service provider accepts the provided login credentials.
  • 3. The method of claim 2, wherein periodically monitoring the third party account of the user for indications of changes to personal information further comprises, after the online service provider accepts the provided login credentials: retrieving personal information associated with the third party account from the online service provider;comparing personal information retrieved from the online service provider with personal information provided in the user request; anddetermining whether personal information retrieved from the online service provider matches personal information provided in the user request.
  • 4. The method of claim 1, wherein periodically monitoring the third party account of the user for indications of changes or attempted changes to personal information comprises periodically retrieving or receiving electronic messages associated with the user and analyzing content of the retrieved or received messages to determine whether any of the messages indicates a change or attempted change to personal information.
  • 5. The method of claim 1, wherein the risk level is determined at least in part based on whether a preauthorization for the detected change or attempted change to personal information was received.
  • 6. The method of claim 1, wherein the risk level is determined at least in part based on a determination of a likelihood that the detected change or attempted change is non-anomalous, known, and/or authorized by the user.
  • 7. The method of claim 1, wherein the user computing device to which the notification of the detected change or attempted change is transmitted is determined in part based on the determined risk level.
  • 8. A method of monitoring potential identity theft threats, the method being performed by a monitoring computer having one or more computer processors, the method comprising: receiving a request, by the monitoring computer, from a user to monitor an electronic communication account or device of the user;periodically monitoring electronic communications in the electronic communication account or device of the user for changes, possible changes, or attempted changes to personal information associated with another account of the user;as part of the periodic monitoring, detecting a change, a possible change, or an attempted change to personal information associated with said another account of the user;determining a risk level associated with the detected change, possible change, or attempted change to personal information associated with said another account of the user; anddetermining, based at least in part on the determined risk level, one or more protective actions; andtransmitting to a user computing device a notification of the detected change, possible change, or attempted change, and a request to select one or more of the protective actions to be taken in response to the detected change, possible change, or attempted change;receiving from the user computing device an indication of selection of one or more of the protective actions by the user; andinitiating the one or more protective actions selected by the user.
  • 9. The method of claim 8, wherein periodically monitoring electronic communications in the electronic communication account or device of the user comprises periodically logging into the electronic communication account or device of the user, gathering messages from the electronic communication account or device, and determining whether the gathered messages indicate a change, possible change, or attempted change to personal information associated with another account of the user.
  • 10. The method of claim 8, wherein periodically monitoring electronic communications in the electronic communication account or device of the user comprises receiving messages sent from the electronic communication account or device to the monitoring computer and analyzing content of the received messages to determine whether any of the messages indicates a change, possible change, or attempted change to personal information associated with another account of the user.
  • 11. The method of claim 8, wherein the risk level is determined at least in part based on whether a preauthorization for the detected change, possible change, or attempted change to personal information was received.
  • 12. The method of claim 8, wherein the risk level is determined at least in part based on a determination of a likelihood that the detected change, possible change, or attempted change is non-anomalous, known, and/or authorized by the user.
  • 13. The method of claim 8, wherein the user computing device to which the notification of the detected change, possible change, or attempted change is transmitted is determined in part based on the determined risk level.
  • 14. A computing system configured to monitor and handle potential identity theft threats, comprising: a non-transitory computer-readable storage medium having stored thereon a plurality of executable software modules;a network interface; andone or more computer hardware processors configured to execute the plurality of executable software modules stored on the computer-readable storage medium, wherein the one or more processors execute: a credentials monitoring module to access a third party account of a user and determine whether a response from the third party account indicates a change or attempted change to personal information associated with the third party account of the user;determine a risk level associated with the detected change or attempted change to personal information associated with the third party account of the user; anddetermine, based at least in part on the determined risk level, one or more protective actions;an event notification module to transmit, via the network interface, to a user computing device a notification of the detected change or attempted change and a request to select one or more of the protective actions to be taken in response to the detected change or attempted change;a user interface module to receive, via the network interface, from the user computing device an indication of selection of one or more of the protective actions by the user; andthe event notification module further to execute the one or more protective actions selected by the user.
  • 15. The computing system of claim 14, wherein the user computing device to which the notification of the detected change or attempted change is transmitted is determined in part based on the determined risk level.
CROSS-REFERENCE TO RELATED APPLICATIONS

This application is a continuation of U.S. application Ser. No. 13/234,637, filed Sep. 16, 2011, titled “SYSTEMS AND METHODS OF IDENTITY PROTECTION AND MANAGEMENT”. The above-identified application is hereby incorporated by reference herein in their entireties.

US Referenced Citations (1286)
Number Name Date Kind
3405457 Bitzer Oct 1968 A
4346442 Musmanno Aug 1982 A
4734858 Schlafly Mar 1988 A
4755940 Brachtl et al. Jul 1988 A
4774664 Campbell et al. Sep 1988 A
4795890 Goldman Jan 1989 A
4891503 Jewell Jan 1990 A
4977595 Ohta et al. Dec 1990 A
4989141 Lyons et al. Jan 1991 A
5126936 Champion et al. Jun 1992 A
5148365 Dembo Sep 1992 A
5220501 Lawlor et al. Jun 1993 A
5262941 Saladin Nov 1993 A
5274547 Zoffel et al. Dec 1993 A
5336870 Hughes et al. Aug 1994 A
5351293 Michener et al. Sep 1994 A
5383113 Kight et al. Jan 1995 A
5404518 Gilbertson et al. Apr 1995 A
5500513 Langhans et al. Mar 1996 A
5590038 Pitroda Dec 1996 A
5592560 Deaton et al. Jan 1997 A
5640577 Scharmer Jun 1997 A
5659725 Levy et al. Aug 1997 A
5659731 Gustafson Aug 1997 A
5715314 Payne et al. Feb 1998 A
5719941 Swift et al. Feb 1998 A
5729735 Meyering Mar 1998 A
5739512 Tognazzini Apr 1998 A
5754632 Smith May 1998 A
5819234 Slavin et al. Oct 1998 A
5832068 Smith Nov 1998 A
5842211 Horadan et al. Nov 1998 A
5844218 Kawan et al. Dec 1998 A
5870721 Norris Feb 1999 A
5878403 DeFrancesco Mar 1999 A
5881131 Farris et al. Mar 1999 A
5884302 Ho Mar 1999 A
5903830 Joao et al. May 1999 A
5903881 Schrader et al. May 1999 A
5930776 Dykstra et al. Jul 1999 A
5956693 Geerlings Sep 1999 A
5963939 McCann et al. Oct 1999 A
5966695 Melchione et al. Oct 1999 A
5978780 Watson Nov 1999 A
5995947 Fraser et al. Nov 1999 A
5999596 Walker et al. Dec 1999 A
6006333 Nielsen Dec 1999 A
6009415 Shurling et al. Dec 1999 A
6014645 Cunningham Jan 2000 A
6021397 Jones et al. Feb 2000 A
6021943 Chastain Feb 2000 A
6026440 Shrader et al. Feb 2000 A
6029149 Dykstra et al. Feb 2000 A
6038551 Barlow et al. Mar 2000 A
6064990 Goldsmith May 2000 A
6072894 Payne Jun 2000 A
6073106 Rozen et al. Jun 2000 A
6073140 Morgan et al. Jun 2000 A
6085242 Chandra Jul 2000 A
6088686 Walker et al. Jul 2000 A
6112190 Fletcher et al. Aug 2000 A
6119103 Basch et al. Sep 2000 A
6128602 Northington et al. Oct 2000 A
6149441 Pellegrino et al. Nov 2000 A
6157707 Baulier et al. Dec 2000 A
6161139 Win et al. Dec 2000 A
6178420 Sassano Jan 2001 B1
6182068 Culliss Jan 2001 B1
6182229 Nielsen Jan 2001 B1
6202053 Christiansen et al. Mar 2001 B1
6202067 Blood et al. Mar 2001 B1
6233566 Levine et al. May 2001 B1
6247000 Hawkins et al. Jun 2001 B1
6253202 Gilmour Jun 2001 B1
6254000 Degen et al. Jul 2001 B1
6263447 French et al. Jul 2001 B1
6269369 Robertson Jul 2001 B1
6282658 French et al. Aug 2001 B2
6295541 Bodnar et al. Sep 2001 B1
6304860 Martin et al. Oct 2001 B1
6311169 Duhon Oct 2001 B2
6321339 French et al. Nov 2001 B1
6327578 Linehan Dec 2001 B1
6330551 Burchetta et al. Dec 2001 B1
6343279 Bissonette et al. Jan 2002 B1
6353778 Brown Mar 2002 B1
6356937 Montville et al. Mar 2002 B1
6374262 Kodama Apr 2002 B1
6384844 Stewart et al. May 2002 B1
6386444 Sullivan May 2002 B1
6397197 Gindlesperger May 2002 B1
6397212 Biffar May 2002 B1
6405181 Lent et al. Jun 2002 B2
6421675 Ryan et al. Jul 2002 B1
6421729 Paltenghe et al. Jul 2002 B1
6422462 Cohen Jul 2002 B1
6453353 Win et al. Sep 2002 B1
6457012 Jatkowski Sep 2002 B1
6463533 Calamera et al. Oct 2002 B1
6473740 Cockril et al. Oct 2002 B2
6496936 French et al. Dec 2002 B1
5870721 Norris Jan 2003 C1
6523021 Monberg et al. Feb 2003 B1
6523041 Morgan et al. Feb 2003 B1
6539377 Culliss Mar 2003 B1
6539392 Rebane Mar 2003 B1
6543683 Hoffman Apr 2003 B2
6564210 Korda et al. May 2003 B1
6567791 Lent et al. May 2003 B2
6571236 Ruppelt May 2003 B1
6574736 Andrews Jun 2003 B1
6581025 Lehman Jun 2003 B2
6581059 Barrett et al. Jun 2003 B1
6587841 DeFrancesco Jul 2003 B1
6601173 Mohler Jul 2003 B1
6611816 Lebda et al. Aug 2003 B2
6615193 Kingdon et al. Sep 2003 B1
6629245 Stone et al. Sep 2003 B1
6647383 August et al. Nov 2003 B1
6658393 Basch et al. Dec 2003 B1
6665715 Houri Dec 2003 B1
6678694 Zimmermann et al. Jan 2004 B1
6703930 Skinner Mar 2004 B2
6714944 Shapiro et al. Mar 2004 B1
6718313 Lent et al. Apr 2004 B1
6725381 Smith et al. Apr 2004 B1
6734886 Hagan et al. May 2004 B1
6745938 Sullivan Jun 2004 B2
6750985 Rhoads Jun 2004 B2
6754665 Futagami et al. Jun 2004 B1
6766327 Morgan, Jr. et al. Jul 2004 B2
6766946 Iida et al. Jul 2004 B2
6781608 Crawford Aug 2004 B1
6782379 Lee Aug 2004 B2
6792088 Takeuchi Sep 2004 B2
6792263 Kite Sep 2004 B1
6796497 Benkert et al. Sep 2004 B2
6804346 Mewhinney Oct 2004 B1
6805287 Bishop et al. Oct 2004 B2
6807533 Land et al. Oct 2004 B1
6810323 Bullock et al. Oct 2004 B1
6816850 Culliss Nov 2004 B2
6816871 Lee Nov 2004 B2
6845448 Chaganti et al. Jan 2005 B1
6857073 French et al. Feb 2005 B2
6871287 Ellingson Mar 2005 B1
6892307 Wood et al. May 2005 B1
6900731 Kreiner et al. May 2005 B2
6907408 Angel Jun 2005 B2
6908030 Rajasekaran et al. Jun 2005 B2
6910624 Natsuno Jun 2005 B1
6928487 Eggebraaten et al. Aug 2005 B2
6934714 Meinig Aug 2005 B2
6934858 Woodhill Aug 2005 B2
6941323 Galperin Sep 2005 B1
6947989 Gullotta et al. Sep 2005 B2
6950807 Brock Sep 2005 B2
6950858 Ogami Sep 2005 B2
6962336 Glass Nov 2005 B2
6965881 Brickell et al. Nov 2005 B1
6968319 Remington et al. Nov 2005 B1
6973462 Dattero et al. Dec 2005 B2
6983381 Jerdonek Jan 2006 B2
6985887 Sunstein et al. Jan 2006 B1
6988085 Hedy Jan 2006 B2
6993572 Ross, Jr. et al. Jan 2006 B2
6999941 Agarwal Feb 2006 B1
7013315 Boothby Mar 2006 B1
7016907 Boreham et al. Mar 2006 B2
7024548 O'Toole, Jr. Apr 2006 B1
7028013 Saeki Apr 2006 B2
7028052 Chapman et al. Apr 2006 B2
7039607 Watarai et al. May 2006 B2
7043476 Robson May 2006 B2
7046139 Kuhn et al. May 2006 B2
7058386 McGregor et al. Jun 2006 B2
7058817 Ellmore Jun 2006 B1
7059531 Beenau et al. Jun 2006 B2
7062475 Szabo et al. Jun 2006 B1
7069240 Spero et al. Jun 2006 B2
7072909 Polk Jul 2006 B2
7076462 Nelson et al. Jul 2006 B1
7085727 VanOrman Aug 2006 B2
7089594 Lal et al. Aug 2006 B2
7107241 Pinto Sep 2006 B1
7117172 Black Oct 2006 B1
7121471 Beenau et al. Oct 2006 B2
7124144 Christianson et al. Oct 2006 B2
7143063 Lent Nov 2006 B2
7154375 Beenau et al. Dec 2006 B2
7155725 Kister et al. Dec 2006 B1
7155739 Bari et al. Dec 2006 B2
7181418 Zucker et al. Feb 2007 B1
7181427 DeFrancesco Feb 2007 B1
7194416 Provost et al. Mar 2007 B1
7200602 Jonas Apr 2007 B2
7206768 deGroeve et al. Apr 2007 B1
7209895 Kundtz et al. Apr 2007 B2
7209911 Boothby et al. Apr 2007 B2
7212995 Schulkins May 2007 B2
7218912 Erskine et al. May 2007 B2
7219107 Beringer May 2007 B2
7222369 Vering et al. May 2007 B2
7234156 French et al. Jun 2007 B2
7234160 Vogel et al. Jun 2007 B2
7236950 Savage et al. Jun 2007 B2
7237267 Rayes et al. Jun 2007 B2
7243369 Bhat et al. Jul 2007 B2
7246067 Austin et al. Jul 2007 B2
7246740 Swift et al. Jul 2007 B2
7249076 Pendleton et al. Jul 2007 B1
7249113 Continelli et al. Jul 2007 B1
7263497 Wiser et al. Aug 2007 B1
7281652 Foss Oct 2007 B2
7289971 O'Neil et al. Oct 2007 B1
7296734 Pliha Nov 2007 B2
7302272 Ackley Nov 2007 B2
7303120 Beenau et al. Dec 2007 B2
7310611 Shibuya et al. Dec 2007 B2
7310617 Cunningham Dec 2007 B1
7314167 Kiliccote Jan 2008 B1
7315837 Sloan et al. Jan 2008 B2
7328233 Salim et al. Feb 2008 B2
7330717 Gidron et al. Feb 2008 B2
7330835 Deggendorf Feb 2008 B2
7333635 Tsantes et al. Feb 2008 B2
7340679 Botscheck et al. Mar 2008 B2
7343149 Benco et al. Mar 2008 B2
7343295 Pomerance Mar 2008 B2
7346576 Lent et al. Mar 2008 B2
7356503 Johnson et al. Apr 2008 B1
7356516 Richey et al. Apr 2008 B2
7366694 Lazerson Apr 2008 B2
7370014 Vasavada et al. May 2008 B1
7370044 Mulhern et al. May 2008 B2
7373324 Engin et al. May 2008 B1
7383988 Slonecker, Jr. Jun 2008 B2
7386511 Buchanan et al. Jun 2008 B2
7386786 Davis et al. Jun 2008 B2
7389913 Starrs Jun 2008 B2
7395273 Khan et al. Jul 2008 B2
7403923 Elliott et al. Jul 2008 B2
7403942 Bayliss Jul 2008 B1
7409369 Homuth et al. Aug 2008 B1
7412228 Barclay et al. Aug 2008 B2
7433864 Malik Oct 2008 B2
7437679 Uemura et al. Oct 2008 B2
7444414 Foster et al. Oct 2008 B2
7444518 Dharmarajan et al. Oct 2008 B1
7451095 Bradley et al. Nov 2008 B1
7451113 Kasower Nov 2008 B1
7458508 Shao et al. Dec 2008 B1
7460857 Roach, Jr. Dec 2008 B2
7467401 Cicchitto Dec 2008 B2
7475032 Patnode et al. Jan 2009 B1
7478157 Bohrer et al. Jan 2009 B2
7479949 Jobs et al. Jan 2009 B2
7480631 Merced et al. Jan 2009 B1
7490356 Lieblich et al. Feb 2009 B2
7503489 Heffez Mar 2009 B2
7509117 Yum Mar 2009 B2
7509278 Jones Mar 2009 B2
7512221 Toms Mar 2009 B2
7529698 Joao May 2009 B2
7530097 Casco-Arias et al. May 2009 B2
7536329 Goldberg et al. May 2009 B2
7536348 Shao et al. May 2009 B2
7542922 Bennett et al. Jun 2009 B2
7542993 Satterfield et al. Jun 2009 B2
7543739 Brown et al. Jun 2009 B2
7546271 Chmielewski et al. Jun 2009 B1
7548886 Kirkland et al. Jun 2009 B2
7552086 Rajasekar et al. Jun 2009 B1
7552089 Bruer et al. Jun 2009 B2
7552467 Lindsay Jun 2009 B2
7555459 Dhar et al. Jun 2009 B2
7558748 Ehring et al. Jul 2009 B2
7559217 Bass Jul 2009 B2
7562184 Henmi et al. Jul 2009 B2
7562814 Shao et al. Jul 2009 B1
7571138 Miri et al. Aug 2009 B2
7571473 Boydstun et al. Aug 2009 B1
7575157 Barnhardt et al. Aug 2009 B2
7577665 Ramer et al. Aug 2009 B2
7577934 Anonsen et al. Aug 2009 B2
7580884 Cook Aug 2009 B2
7581112 Brown et al. Aug 2009 B2
7584126 White Sep 2009 B1
7584146 Duhon Sep 2009 B1
7587366 Grim, III et al. Sep 2009 B2
7587368 Felsher Sep 2009 B2
7593891 Kornegay et al. Sep 2009 B2
7594019 Clapper Sep 2009 B2
7603701 Gaucas Oct 2009 B2
7606725 Robertson et al. Oct 2009 B2
7610216 May et al. Oct 2009 B1
7610229 Kornegay Oct 2009 B1
7613600 Krane Nov 2009 B2
7620596 Knudson et al. Nov 2009 B2
7620653 Swartz Nov 2009 B1
7623844 Herrmann et al. Nov 2009 B2
7630903 Vaidyanathan Dec 2009 B1
7630932 Danaher et al. Dec 2009 B2
7630933 Peterson et al. Dec 2009 B2
7634737 Beringer et al. Dec 2009 B2
7640200 Gardner et al. Dec 2009 B2
7644035 Biffle et al. Jan 2010 B1
7647274 Peterson et al. Jan 2010 B2
7647344 Skurtovich, Jr. et al. Jan 2010 B2
7653592 Flaxman et al. Jan 2010 B1
7653600 Gustin Jan 2010 B2
7653688 Bittner Jan 2010 B2
7672833 Blume et al. Mar 2010 B2
7676410 Petralia Mar 2010 B2
7685209 Norton et al. Mar 2010 B1
7686214 Shao et al. Mar 2010 B1
7688813 Shin et al. Mar 2010 B2
7689487 Britto et al. Mar 2010 B1
7689505 Kasower Mar 2010 B2
7689563 Jacobson Mar 2010 B1
7690032 Peirce Mar 2010 B1
7693787 Provinse Apr 2010 B2
7698214 Lindgren Apr 2010 B1
7698217 Phillips et al. Apr 2010 B1
7698445 Fitzpatrick et al. Apr 2010 B2
7707122 Hull et al. Apr 2010 B2
7707271 Rudkin et al. Apr 2010 B2
7708190 Brandt et al. May 2010 B2
7711635 Steele et al. May 2010 B2
7711707 Kelley May 2010 B2
7715832 Zhou May 2010 B2
7720846 Bayliss May 2010 B1
7725385 Royer et al. May 2010 B2
7729959 Wells et al. Jun 2010 B1
7730078 Schwabe et al. Jun 2010 B2
7734522 Johnson et al. Jun 2010 B2
7734637 Greifeneder et al. Jun 2010 B2
7739139 Robertson et al. Jun 2010 B2
7739707 Sie et al. Jun 2010 B2
7747494 Kothari et al. Jun 2010 B1
7747520 Livermore et al. Jun 2010 B2
7747521 Serio Jun 2010 B2
7756789 Welker et al. Jul 2010 B2
7761373 Metz Jul 2010 B2
7761384 Madhogarhia Jul 2010 B2
7761568 Levi et al. Jul 2010 B1
7765148 German et al. Jul 2010 B2
7765166 Beringer et al. Jul 2010 B2
7765311 Itabashi et al. Jul 2010 B2
7769696 Yoda Aug 2010 B2
7769697 Fieschi et al. Aug 2010 B2
7774257 Maggioncalda et al. Aug 2010 B2
7774270 MacCloskey Aug 2010 B1
7783515 Kumar et al. Aug 2010 B1
7787869 Rice et al. Aug 2010 B2
7788040 Haskell et al. Aug 2010 B2
7792715 Kasower Sep 2010 B1
7792725 Booraem et al. Sep 2010 B2
7792903 Fischer et al. Sep 2010 B2
7793835 Coggeshall et al. Sep 2010 B1
7797252 Rosskamm et al. Sep 2010 B2
7797725 Lunt et al. Sep 2010 B2
7801807 DeFrancesco et al. Sep 2010 B2
7801811 Merrell et al. Sep 2010 B1
7801956 Cumberbatch et al. Sep 2010 B1
7802104 Dickinson Sep 2010 B2
7805362 Merrell et al. Sep 2010 B1
7809398 Pearson Oct 2010 B2
7809797 Cooley et al. Oct 2010 B2
7810036 Bales et al. Oct 2010 B2
7814002 DeFrancesco et al. Oct 2010 B2
7814005 Imrey et al. Oct 2010 B2
7818228 Coulter Oct 2010 B1
7818229 Imrey et al. Oct 2010 B2
7827115 Weller et al. Nov 2010 B2
7832006 Chen et al. Nov 2010 B2
7835983 Lefner et al. Nov 2010 B2
7840484 Haggerty et al. Nov 2010 B2
7841004 Balducci et al. Nov 2010 B1
7841008 Cole et al. Nov 2010 B1
7844520 Franklin Nov 2010 B1
7844604 Baio et al. Nov 2010 B2
7848972 Sharma Dec 2010 B1
7848978 Imrey et al. Dec 2010 B2
7849014 Erikson Dec 2010 B2
7853493 DeBie et al. Dec 2010 B2
7856203 Lipovski Dec 2010 B2
7856386 Hazlehurst et al. Dec 2010 B2
7865958 Lieblich et al. Jan 2011 B2
7870066 Lin et al. Jan 2011 B2
7870078 Clark et al. Jan 2011 B2
7877304 Coulter Jan 2011 B1
7877784 Chow et al. Jan 2011 B2
7890403 Smith Feb 2011 B1
7899750 Klieman et al. Mar 2011 B1
7908242 Achanta Mar 2011 B1
7909246 Hogg et al. Mar 2011 B2
7912842 Bayliss et al. Mar 2011 B1
7912865 Akerman et al. Mar 2011 B2
7925582 Kornegay et al. Apr 2011 B1
7925982 Parker Apr 2011 B2
7954698 Pliha Jun 2011 B1
7958046 Doerner et al. Jun 2011 B2
7966192 Pagliari et al. Jun 2011 B2
7970676 Feinstein Jun 2011 B2
7970679 Kasower Jun 2011 B2
7970698 Gupta et al. Jun 2011 B2
7975299 Balducci et al. Jul 2011 B1
7979908 Millwee Jul 2011 B2
7983932 Kane Jul 2011 B2
7987501 Miller et al. Jul 2011 B2
7991688 Phelan et al. Aug 2011 B2
8001153 Skurtovich, Jr. et al. Aug 2011 B2
8001235 Russ et al. Aug 2011 B2
8006261 Haberman et al. Aug 2011 B1
8032932 Speyer et al. Oct 2011 B2
8036941 Bennett et al. Oct 2011 B2
8037097 Guo et al. Oct 2011 B2
8055904 Cato et al. Nov 2011 B1
8060424 Kasower Nov 2011 B2
8060438 Dhar et al. Nov 2011 B2
8060916 Bajaj et al. Nov 2011 B2
8065233 Lee et al. Nov 2011 B2
8078453 Shaw Dec 2011 B2
8078524 Crawford et al. Dec 2011 B2
8078527 Cerise et al. Dec 2011 B2
8078528 Vicente et al. Dec 2011 B1
8078881 Liu Dec 2011 B1
8095443 DeBie Jan 2012 B2
8095458 Peterson et al. Jan 2012 B2
8099309 Bober Jan 2012 B1
8099341 Varghese Jan 2012 B2
8099356 Feinstein et al. Jan 2012 B2
8099376 Serrano-Morales et al. Jan 2012 B2
8104679 Brown Jan 2012 B2
8108301 Gupta et al. Jan 2012 B2
8127982 Casey et al. Mar 2012 B1
8127986 Taylor et al. Mar 2012 B1
8131685 Gedalius et al. Mar 2012 B1
8131777 McCullough Mar 2012 B2
8160960 Fei et al. Apr 2012 B1
8175889 Girulat et al. May 2012 B1
8195549 Kasower Jun 2012 B2
8201257 Andres et al. Jun 2012 B1
8204812 Stewart et al. Jun 2012 B2
8224723 Bosch et al. Jul 2012 B2
8225395 Atwood et al. Jul 2012 B2
8234498 Britti et al. Jul 2012 B2
8244848 Narayanan et al. Aug 2012 B1
8249968 Oldham et al. Aug 2012 B1
8271393 Twining et al. Sep 2012 B2
8281372 Vidal Oct 2012 B1
8285613 Coulter Oct 2012 B1
8285656 Chang et al. Oct 2012 B1
8290840 Kasower Oct 2012 B2
8290856 Kasower Oct 2012 B1
8291218 Garcia et al. Oct 2012 B2
8296229 Yellin et al. Oct 2012 B1
8312033 McMillan Nov 2012 B1
8321339 Imrey et al. Nov 2012 B2
8327429 Speyer et al. Dec 2012 B2
8355967 Debie et al. Jan 2013 B2
8374973 Herbrich et al. Feb 2013 B2
8412593 Song et al. Apr 2013 B1
8433654 Subbarao et al. Apr 2013 B2
8442886 Haggerty et al. May 2013 B1
8447016 Kugler et al. May 2013 B1
8456293 Trundle et al. Jun 2013 B1
8458062 Dutt et al. Jun 2013 B2
8464939 Taylor et al. Jun 2013 B1
8473318 Nielson et al. Jun 2013 B2
8478674 Kapczynski et al. Jul 2013 B1
8484186 Kapczynski et al. Jul 2013 B1
8499348 Rubin Jul 2013 B1
8515828 Wolf et al. Aug 2013 B1
8515844 Kasower Aug 2013 B2
8527357 Ganesan Sep 2013 B1
8527417 Telle et al. Sep 2013 B2
8527773 Metzger Sep 2013 B1
8533118 Weller et al. Sep 2013 B2
8560436 Ingram et al. Oct 2013 B2
8560447 Hinghole et al. Oct 2013 B1
8572083 Snell et al. Oct 2013 B1
8578036 Holfelder et al. Nov 2013 B1
8578496 Krishnappa Nov 2013 B1
8600886 Ramavarjula et al. Dec 2013 B2
8601602 Zheng Dec 2013 B1
8606234 Pei et al. Dec 2013 B2
8606694 Campbell et al. Dec 2013 B2
8630938 Cheng et al. Jan 2014 B2
8646051 Paden et al. Feb 2014 B2
8705718 Baniak et al. Apr 2014 B2
8706599 Koenig et al. Apr 2014 B1
8725613 Celka et al. May 2014 B1
8738516 Dean et al. May 2014 B1
8744956 DiChiara et al. Jun 2014 B1
8745698 Ashfield et al. Jun 2014 B1
8751378 Dornhelm et al. Jun 2014 B2
8768914 Scriffignano et al. Jul 2014 B2
8781953 Kasower Jul 2014 B2
8782217 Arone et al. Jul 2014 B1
8818888 Kapczynski et al. Aug 2014 B1
8856894 Dean et al. Oct 2014 B1
8930251 DeBie Jan 2015 B2
8930263 Mahacek et al. Jan 2015 B1
8931058 DiChiara et al. Jan 2015 B2
8938399 Herman Jan 2015 B1
8949981 Trollope et al. Feb 2015 B1
8954459 McMillan et al. Feb 2015 B1
8972400 Kapczynski et al. Mar 2015 B1
9058627 Wasser et al. Jun 2015 B1
9106691 Burger et al. Aug 2015 B1
9147042 Haller et al. Sep 2015 B1
9225704 Johansson et al. Dec 2015 B1
9230283 Taylor et al. Jan 2016 B1
9256904 Haller et al. Feb 2016 B1
9400589 Wasser et al. Jul 2016 B1
9406085 Hunt, III et al. Aug 2016 B1
20010001877 French et al. May 2001 A1
20010011245 Duhon Aug 2001 A1
20010029470 Schultz et al. Oct 2001 A1
20010029482 Tealdi et al. Oct 2001 A1
20010032181 Jakstadt et al. Oct 2001 A1
20010037204 Horn et al. Nov 2001 A1
20010037289 Mayr et al. Nov 2001 A1
20010039532 Coleman, Jr. et al. Nov 2001 A1
20010039563 Tian Nov 2001 A1
20010042785 Walker et al. Nov 2001 A1
20010044729 Pomerance Nov 2001 A1
20010044756 Watkins et al. Nov 2001 A1
20010047332 Gonen-Friedman et al. Nov 2001 A1
20010049274 Degraeve Dec 2001 A1
20020004736 Roundtree et al. Jan 2002 A1
20020010616 Itzaki Jan 2002 A1
20020013827 Edstrom et al. Jan 2002 A1
20020013899 Faul Jan 2002 A1
20020026394 Savage et al. Feb 2002 A1
20020026519 Itabashi et al. Feb 2002 A1
20020029192 Nakagawa et al. Mar 2002 A1
20020032635 Harris et al. Mar 2002 A1
20020033846 Balasubramanian et al. Mar 2002 A1
20020035480 Gordon et al. Mar 2002 A1
20020035684 Vogel et al. Mar 2002 A1
20020045154 Wood et al. Apr 2002 A1
20020052841 Guthrie et al. May 2002 A1
20020055906 Katz et al. May 2002 A1
20020059139 Evans May 2002 A1
20020059201 Work May 2002 A1
20020069122 Yun et al. Jun 2002 A1
20020069182 Dwyer Jun 2002 A1
20020077964 Brody et al. Jun 2002 A1
20020087460 Hornung Jul 2002 A1
20020099635 Guiragosian Jul 2002 A1
20020103933 Garon et al. Aug 2002 A1
20020111816 Lortscher et al. Aug 2002 A1
20020111890 Sloan et al. Aug 2002 A1
20020120757 Sutherland et al. Aug 2002 A1
20020120846 Stewart et al. Aug 2002 A1
20020128962 Kasower Sep 2002 A1
20020133365 Grey et al. Sep 2002 A1
20020133462 Shteyn Sep 2002 A1
20020138409 Bass Sep 2002 A1
20020138470 Zhou Sep 2002 A1
20020143943 Lee et al. Oct 2002 A1
20020147801 Gullotta et al. Oct 2002 A1
20020152166 Dutta et al. Oct 2002 A1
20020156676 Ahrens et al. Oct 2002 A1
20020157029 French et al. Oct 2002 A1
20020161664 Shaya et al. Oct 2002 A1
20020169747 Chapman et al. Nov 2002 A1
20020173994 Ferguson, III Nov 2002 A1
20020194120 Russell et al. Dec 2002 A1
20020198800 Shamrakov Dec 2002 A1
20020198806 Blagg et al. Dec 2002 A1
20020198824 Cook Dec 2002 A1
20020198830 Randell et al. Dec 2002 A1
20030002671 Inchalik et al. Jan 2003 A1
20030007283 Ostwald et al. Jan 2003 A1
20030009415 Lutnick et al. Jan 2003 A1
20030009418 Green et al. Jan 2003 A1
20030009426 Ruiz-Sanchez Jan 2003 A1
20030018578 Schultz Jan 2003 A1
20030023531 Fergusson Jan 2003 A1
20030028466 Jenson et al. Feb 2003 A1
20030028477 Stevenson et al. Feb 2003 A1
20030046311 Baidya et al. Mar 2003 A1
20030050929 Bookman et al. Mar 2003 A1
20030061104 Thomson et al. Mar 2003 A1
20030061163 Durfield Mar 2003 A1
20030069839 Whittington et al. Apr 2003 A1
20030069943 Bahrs et al. Apr 2003 A1
20030093311 Knowlson May 2003 A1
20030097342 Whittingtom May 2003 A1
20030097380 Mulhern et al. May 2003 A1
20030105646 Siepser Jun 2003 A1
20030105710 Barbara et al. Jun 2003 A1
20030105733 Boreham Jun 2003 A1
20030105742 Boreham et al. Jun 2003 A1
20030115133 Bian Jun 2003 A1
20030158960 Engberg Aug 2003 A1
20030163435 Payone Aug 2003 A1
20030163513 Schaeck et al. Aug 2003 A1
20030163733 Barriga-Caceres et al. Aug 2003 A1
20030171942 Gaito Sep 2003 A1
20030177028 Cooper et al. Sep 2003 A1
20030182214 Taylor Sep 2003 A1
20030187768 Ryan et al. Oct 2003 A1
20030187837 Culliss Oct 2003 A1
20030195859 Lawrence Oct 2003 A1
20030204429 Botscheck et al. Oct 2003 A1
20030204752 Garrison Oct 2003 A1
20030208412 Hillestad et al. Nov 2003 A1
20030220858 Lam et al. Nov 2003 A1
20030225742 Tenner et al. Dec 2003 A1
20030229580 Gass et al. Dec 2003 A1
20040001565 Jones et al. Jan 2004 A1
20040006488 Fitall et al. Jan 2004 A1
20040006536 Kawashima et al. Jan 2004 A1
20040010458 Friedman Jan 2004 A1
20040015714 Abraham et al. Jan 2004 A1
20040015715 Brown Jan 2004 A1
20040019518 Abraham et al. Jan 2004 A1
20040019549 Gulbrandsen Jan 2004 A1
20040019799 Vering et al. Jan 2004 A1
20040024671 Freund Feb 2004 A1
20040024709 Yu et al. Feb 2004 A1
20040030574 DiCostanzo et al. Feb 2004 A1
20040030649 Nelson et al. Feb 2004 A1
20040039586 Garvey et al. Feb 2004 A1
20040044563 Stein Mar 2004 A1
20040044601 Kim et al. Mar 2004 A1
20040044628 Mathew et al. Mar 2004 A1
20040044673 Brady et al. Mar 2004 A1
20040044739 Ziegler Mar 2004 A1
20040046033 Kolodziej et al. Mar 2004 A1
20040062213 Koss Apr 2004 A1
20040078324 Lonnberg et al. Apr 2004 A1
20040083159 Crosby et al. Apr 2004 A1
20040088237 Moenickheim et al. May 2004 A1
20040088255 Zielke et al. May 2004 A1
20040093278 Burchetta et al. May 2004 A1
20040102197 Dietz May 2004 A1
20040107250 Marciano Jun 2004 A1
20040110119 Riconda et al. Jun 2004 A1
20040111359 Hudock Jun 2004 A1
20040117302 Weichert et al. Jun 2004 A1
20040122681 Ruvolo et al. Jun 2004 A1
20040122696 Beringer Jun 2004 A1
20040122697 Becerra et al. Jun 2004 A1
20040123162 Antell et al. Jun 2004 A1
20040128150 Lundegren Jul 2004 A1
20040128156 Beringer et al. Jul 2004 A1
20040128215 Florance et al. Jul 2004 A1
20040133440 Carolan et al. Jul 2004 A1
20040133509 McCoy et al. Jul 2004 A1
20040133513 McCoy et al. Jul 2004 A1
20040133514 Zielke et al. Jul 2004 A1
20040133515 McCoy et al. Jul 2004 A1
20040138992 DeFrancesco et al. Jul 2004 A1
20040138994 DeFrancesco et al. Jul 2004 A1
20040138997 DeFrancesco et al. Jul 2004 A1
20040141005 Banatwala et al. Jul 2004 A1
20040143546 Wood et al. Jul 2004 A1
20040143596 Sirkin Jul 2004 A1
20040153521 Kogo Aug 2004 A1
20040158523 Dort Aug 2004 A1
20040158723 Root Aug 2004 A1
20040159700 Khan et al. Aug 2004 A1
20040167793 Masuoka et al. Aug 2004 A1
20040177035 Silva Sep 2004 A1
20040186807 Nathans et al. Sep 2004 A1
20040193538 Raines Sep 2004 A1
20040193891 Ollila Sep 2004 A1
20040199789 Shaw et al. Oct 2004 A1
20040210661 Thompson Oct 2004 A1
20040215673 Furukawa et al. Oct 2004 A1
20040220865 Lozowski et al. Nov 2004 A1
20040220918 Scriffignano et al. Nov 2004 A1
20040225545 Turner et al. Nov 2004 A1
20040225609 Greene Nov 2004 A1
20040225643 Alpha et al. Nov 2004 A1
20040230527 Hansen et al. Nov 2004 A1
20040236688 Bozeman Nov 2004 A1
20040243508 Samson et al. Dec 2004 A1
20040243518 Clifton et al. Dec 2004 A1
20040243588 Tanner et al. Dec 2004 A1
20040243832 Wilf et al. Dec 2004 A1
20040249811 Shostack et al. Dec 2004 A1
20040250107 Guo Dec 2004 A1
20040254935 Chagoly et al. Dec 2004 A1
20040255127 Arnouse Dec 2004 A1
20040267714 Frid et al. Dec 2004 A1
20050005168 Dick Jan 2005 A1
20050010513 Duckworth et al. Jan 2005 A1
20050015273 Iyer Jan 2005 A1
20050021476 Candella et al. Jan 2005 A1
20050021551 Silva et al. Jan 2005 A1
20050027632 Zeitoun et al. Feb 2005 A1
20050027666 Beck Feb 2005 A1
20050027983 Klawon Feb 2005 A1
20050027995 Menschik et al. Feb 2005 A1
20050050027 Yeh et al. Mar 2005 A1
20050055231 Lee Mar 2005 A1
20050055296 Hattersley et al. Mar 2005 A1
20050058262 Timmins et al. Mar 2005 A1
20050060332 Bernstein et al. Mar 2005 A1
20050071328 Lawrence Mar 2005 A1
20050080723 Burchetta et al. Apr 2005 A1
20050080796 Midgley Apr 2005 A1
20050086126 Patterson Apr 2005 A1
20050091164 Varble Apr 2005 A1
20050097017 Hanratty May 2005 A1
20050097039 Kulcsar et al. May 2005 A1
20050097320 Golan et al. May 2005 A1
20050102180 Gailey et al. May 2005 A1
20050105719 Huda May 2005 A1
20050108396 Bittner May 2005 A1
20050108631 Amorin et al. May 2005 A1
20050114335 Wesinger, Jr. et al. May 2005 A1
20050114344 Wesinger, Jr. et al. May 2005 A1
20050114345 Wesinger, Jr. et al. May 2005 A1
20050125291 Demkiw Grayson et al. Jun 2005 A1
20050125397 Gross et al. Jun 2005 A1
20050125686 Brandt Jun 2005 A1
20050137899 Davies et al. Jun 2005 A1
20050144452 Lynch et al. Jun 2005 A1
20050154664 Guy et al. Jul 2005 A1
20050154665 Kerr Jul 2005 A1
20050154769 Eckart et al. Jul 2005 A1
20050160280 Caslin et al. Jul 2005 A1
20050166262 Beattie et al. Jul 2005 A1
20050171884 Arnott Aug 2005 A1
20050203768 Florance Sep 2005 A1
20050208461 Krebs et al. Sep 2005 A1
20050216434 Haveliwala et al. Sep 2005 A1
20050216524 Gomes et al. Sep 2005 A1
20050216582 Toomey et al. Sep 2005 A1
20050216955 Wilkins et al. Sep 2005 A1
20050226224 Lee et al. Oct 2005 A1
20050240578 Biederman et al. Oct 2005 A1
20050251474 Shinn et al. Nov 2005 A1
20050256809 Sadri Nov 2005 A1
20050267840 Holm-Blagg et al. Dec 2005 A1
20050273431 Abel et al. Dec 2005 A1
20050273442 Bennett et al. Dec 2005 A1
20050288998 Verma et al. Dec 2005 A1
20060004623 Jasti Jan 2006 A1
20060004626 Holmen et al. Jan 2006 A1
20060010391 Uemura et al. Jan 2006 A1
20060010487 Fierer et al. Jan 2006 A1
20060031158 Orman Feb 2006 A1
20060031177 Rule Feb 2006 A1
20060032909 Seegar Feb 2006 A1
20060036543 Blagg et al. Feb 2006 A1
20060036748 Nusbaum et al. Feb 2006 A1
20060036870 Dasari et al. Feb 2006 A1
20060041464 Powers et al. Feb 2006 A1
20060041670 Musseleck et al. Feb 2006 A1
20060059110 Madhok et al. Mar 2006 A1
20060059362 Paden et al. Mar 2006 A1
20060074986 Mallalieu et al. Apr 2006 A1
20060074991 Lussier et al. Apr 2006 A1
20060079211 Degraeve Apr 2006 A1
20060080230 Freiberg Apr 2006 A1
20060080251 Fried et al. Apr 2006 A1
20060080263 Willis et al. Apr 2006 A1
20060085334 Murphy Apr 2006 A1
20060085361 Hoerle et al. Apr 2006 A1
20060095289 Bunning May 2006 A1
20060101508 Taylor May 2006 A1
20060106670 Cai et al. May 2006 A1
20060129419 Flaxer et al. Jun 2006 A1
20060129481 Bhatt et al. Jun 2006 A1
20060129533 Purvis Jun 2006 A1
20060131390 Kim Jun 2006 A1
20060136595 Satyavolu Jun 2006 A1
20060155573 Hartunian Jul 2006 A1
20060155780 Sakairi et al. Jul 2006 A1
20060161435 Atef et al. Jul 2006 A1
20060161554 Lucovsky et al. Jul 2006 A1
20060173776 Shalley et al. Aug 2006 A1
20060173792 Glass Aug 2006 A1
20060178971 Owen et al. Aug 2006 A1
20060179050 Giang et al. Aug 2006 A1
20060184585 Grear et al. Aug 2006 A1
20060190394 Fraser et al. Aug 2006 A1
20060195351 Bayburtian Aug 2006 A1
20060200583 Le Lann et al. Sep 2006 A1
20060202012 Grano et al. Sep 2006 A1
20060204051 Holland, IV Sep 2006 A1
20060212407 Lyon Sep 2006 A1
20060212486 Kennis et al. Sep 2006 A1
20060218407 Toms Sep 2006 A1
20060223043 Dancy-Edwards et al. Oct 2006 A1
20060229943 Mathias et al. Oct 2006 A1
20060229961 Lyftogt et al. Oct 2006 A1
20060235935 Ng Oct 2006 A1
20060239512 Petrillo Oct 2006 A1
20060253358 Delgrosso et al. Nov 2006 A1
20060262929 Vatanen et al. Nov 2006 A1
20060265243 Racho et al. Nov 2006 A1
20060271456 Romain et al. Nov 2006 A1
20060271457 Romain et al. Nov 2006 A1
20060271633 Adler Nov 2006 A1
20060277089 Hubbard et al. Dec 2006 A1
20060277102 Agliozzo Dec 2006 A1
20060282359 Nobili et al. Dec 2006 A1
20060282373 Stone Dec 2006 A1
20060282374 Stone Dec 2006 A1
20060282429 Hernandez-Sherrington et al. Dec 2006 A1
20060282819 Graham et al. Dec 2006 A1
20060282886 Gaug Dec 2006 A1
20060287764 Kraft Dec 2006 A1
20060287765 Kraft Dec 2006 A1
20060287766 Kraft Dec 2006 A1
20060287767 Kraft Dec 2006 A1
20060288090 Kraft Dec 2006 A1
20060293987 Shapiro Dec 2006 A1
20060294199 Bertholf Dec 2006 A1
20070005508 Chiang Jan 2007 A1
20070005984 Florencio et al. Jan 2007 A1
20070016500 Chatterji et al. Jan 2007 A1
20070022141 Singleton et al. Jan 2007 A1
20070027816 Writer Feb 2007 A1
20070032240 Finnegan et al. Feb 2007 A1
20070038568 Greene et al. Feb 2007 A1
20070039049 Kupferman et al. Feb 2007 A1
20070040015 Carlson et al. Feb 2007 A1
20070043577 Kasower Feb 2007 A1
20070047714 Baniak et al. Mar 2007 A1
20070050777 Hutchinson et al. Mar 2007 A1
20070055621 Tischler et al. Mar 2007 A1
20070067297 Kublickis Mar 2007 A1
20070072190 Aggarwal Mar 2007 A1
20070073577 Krause Mar 2007 A1
20070073889 Morris Mar 2007 A1
20070078908 Rohatgi et al. Apr 2007 A1
20070078985 Shao et al. Apr 2007 A1
20070083460 Bachenheimer Apr 2007 A1
20070083463 Kraft Apr 2007 A1
20070093234 Willis et al. Apr 2007 A1
20070094230 Subramaniam et al. Apr 2007 A1
20070094241 Blackwell et al. Apr 2007 A1
20070112667 Rucker May 2007 A1
20070112668 Celano et al. May 2007 A1
20070112670 DeFrancesco et al. May 2007 A1
20070121843 Atazky et al. May 2007 A1
20070124235 Chakraborty et al. May 2007 A1
20070124256 Crooks et al. May 2007 A1
20070136109 Yager et al. Jun 2007 A1
20070143123 Goldberg et al. Jun 2007 A1
20070149184 Viegers et al. Jun 2007 A1
20070156554 Nikoley et al. Jul 2007 A1
20070156581 Imrey et al. Jul 2007 A1
20070156692 Rosewarne Jul 2007 A1
20070160458 Yen Jul 2007 A1
20070174186 Hokland Jul 2007 A1
20070174448 Ahuja et al. Jul 2007 A1
20070174903 Greff Jul 2007 A1
20070198432 Pitroda et al. Aug 2007 A1
20070204033 Bookbinder et al. Aug 2007 A1
20070204338 Aiello et al. Aug 2007 A1
20070205266 Carr et al. Sep 2007 A1
20070208640 Banasiak et al. Sep 2007 A1
20070220003 Chern et al. Sep 2007 A1
20070226047 Ward Sep 2007 A1
20070226122 Burrell et al. Sep 2007 A1
20070233591 Newton Oct 2007 A1
20070239493 Sweetland et al. Oct 2007 A1
20070240206 Wu et al. Oct 2007 A1
20070244807 Andringa et al. Oct 2007 A1
20070245245 Blue et al. Oct 2007 A1
20070250441 Paulsen et al. Oct 2007 A1
20070250459 Schwarz et al. Oct 2007 A1
20070261114 Pomerantsev Nov 2007 A1
20070262140 Long, Sr. Nov 2007 A1
20070266439 Kraft Nov 2007 A1
20070273558 Smith Nov 2007 A1
20070282743 Lovelett Dec 2007 A1
20070287415 Yamada Dec 2007 A1
20070288355 Roland et al. Dec 2007 A1
20070288360 Seeklus Dec 2007 A1
20070294195 Curry et al. Dec 2007 A1
20070299770 Delinsky Dec 2007 A1
20080004957 Hildreth et al. Jan 2008 A1
20080010203 Grant Jan 2008 A1
20080010206 Coleman Jan 2008 A1
20080010687 Gonen et al. Jan 2008 A1
20080021802 Pendleton Jan 2008 A1
20080027859 Nathans et al. Jan 2008 A1
20080028446 Burgoyne Jan 2008 A1
20080033742 Bernasconi Feb 2008 A1
20080033956 Saha et al. Feb 2008 A1
20080040176 Ehling Feb 2008 A1
20080040610 Fergusson Feb 2008 A1
20080047017 Renaud Feb 2008 A1
20080052182 Marshall Feb 2008 A1
20080052244 Tsuei et al. Feb 2008 A1
20080059352 Chandran Mar 2008 A1
20080059364 Tidwell et al. Mar 2008 A1
20080065569 Dutt et al. Mar 2008 A1
20080065774 Keeler Mar 2008 A1
20080066188 Kwak Mar 2008 A1
20080071682 Dominguez Mar 2008 A1
20080072316 Chang et al. Mar 2008 A1
20080077526 Arumugam Mar 2008 A1
20080082536 Schwabe et al. Apr 2008 A1
20080083021 Doane et al. Apr 2008 A1
20080086400 Ardelean et al. Apr 2008 A1
20080086431 Robinson et al. Apr 2008 A1
20080086759 Colson Apr 2008 A1
20080091519 Foss Apr 2008 A1
20080091530 Egnatios et al. Apr 2008 A1
20080097822 Schigel et al. Apr 2008 A1
20080103800 Domenikos et al. May 2008 A1
20080103972 Lanc May 2008 A1
20080109422 Dedhia May 2008 A1
20080109740 Prinsen et al. May 2008 A1
20080109875 Kraft May 2008 A1
20080110973 Nathans et al. May 2008 A1
20080114670 Friesen May 2008 A1
20080115191 Kim et al. May 2008 A1
20080115226 Welingkar et al. May 2008 A1
20080120155 Pliha May 2008 A1
20080120204 Conner et al. May 2008 A1
20080120569 Mann et al. May 2008 A1
20080120716 Hall et al. May 2008 A1
20080126233 Hogan May 2008 A1
20080133273 Marshall Jun 2008 A1
20080133278 Stanfield Jun 2008 A1
20080140476 Anand et al. Jun 2008 A1
20080140576 Lewis et al. Jun 2008 A1
20080140734 Wagner Jun 2008 A1
20080141346 Kay et al. Jun 2008 A1
20080148368 Zurko et al. Jun 2008 A1
20080154758 Schattmaier et al. Jun 2008 A1
20080154766 Lewis et al. Jun 2008 A1
20080162317 Banaugh et al. Jul 2008 A1
20080162350 Allen-Rouman et al. Jul 2008 A1
20080162383 Kraft Jul 2008 A1
20080175360 Schwarz et al. Jul 2008 A1
20080177655 Zalik Jul 2008 A1
20080183480 Carlson et al. Jul 2008 A1
20080183585 Vianello Jul 2008 A1
20080195548 Chu et al. Aug 2008 A1
20080201257 Lewis et al. Aug 2008 A1
20080201401 Pugh et al. Aug 2008 A1
20080205655 Wilkins et al. Aug 2008 A1
20080208548 Metzger et al. Aug 2008 A1
20080208735 Balet et al. Aug 2008 A1
20080208873 Boehmer Aug 2008 A1
20080212845 Lund Sep 2008 A1
20080221972 Megdal et al. Sep 2008 A1
20080222027 Megdal et al. Sep 2008 A1
20080222706 Renaud et al. Sep 2008 A1
20080228556 Megdal et al. Sep 2008 A1
20080228775 Abhyanker et al. Sep 2008 A1
20080229415 Kapoor et al. Sep 2008 A1
20080249869 Angell et al. Oct 2008 A1
20080255992 Lin Oct 2008 A1
20080263058 Peden Oct 2008 A1
20080263638 McMurtry et al. Oct 2008 A1
20080270038 Partovi et al. Oct 2008 A1
20080270209 Mauseth et al. Oct 2008 A1
20080270294 Lent et al. Oct 2008 A1
20080270295 Lent et al. Oct 2008 A1
20080277465 Pletz et al. Nov 2008 A1
20080281737 Fajardo Nov 2008 A1
20080282324 Hoal Nov 2008 A1
20080288283 Baldwin, Jr. et al. Nov 2008 A1
20080288299 Schultz Nov 2008 A1
20080294501 Rennich et al. Nov 2008 A1
20080301016 Durvasula et al. Dec 2008 A1
20080306750 Wunder et al. Dec 2008 A1
20080319889 Hammad Dec 2008 A1
20090006230 Lyda et al. Jan 2009 A1
20090024484 Walker et al. Jan 2009 A1
20090030776 Walker et al. Jan 2009 A1
20090031426 Dal Lago et al. Jan 2009 A1
20090037279 Chockalingam et al. Feb 2009 A1
20090037332 Cheung et al. Feb 2009 A1
20090043691 Kasower Feb 2009 A1
20090048957 Celano Feb 2009 A1
20090048999 Gupta et al. Feb 2009 A1
20090055322 Bykov et al. Feb 2009 A1
20090055404 Heiden et al. Feb 2009 A1
20090055894 Lorsch Feb 2009 A1
20090064297 Selgas et al. Mar 2009 A1
20090089190 Girulat Apr 2009 A1
20090089193 Paintin Apr 2009 A1
20090089869 Varghese Apr 2009 A1
20090094237 Churi et al. Apr 2009 A1
20090094674 Schwartz et al. Apr 2009 A1
20090094675 Powers Apr 2009 A1
20090100047 Jones et al. Apr 2009 A1
20090106141 Becker Apr 2009 A1
20090106150 Pelegero et al. Apr 2009 A1
20090106846 Dupray et al. Apr 2009 A1
20090119299 Rhodes May 2009 A1
20090125369 Kloostra et al. May 2009 A1
20090125972 Hinton et al. May 2009 A1
20090126013 Atwood et al. May 2009 A1
20090132347 Anderson et al. May 2009 A1
20090138335 Lieberman May 2009 A1
20090144166 Dickelman Jun 2009 A1
20090150166 Leite et al. Jun 2009 A1
20090150238 Marsh et al. Jun 2009 A1
20090157564 Cross Jun 2009 A1
20090157693 Palahnuk Jun 2009 A1
20090158030 Rasti Jun 2009 A1
20090164232 Chmielewski et al. Jun 2009 A1
20090164380 Brown Jun 2009 A1
20090164929 Chen et al. Jun 2009 A1
20090171723 Jenkins Jul 2009 A1
20090172788 Vedula et al. Jul 2009 A1
20090172795 Ritari et al. Jul 2009 A1
20090177529 Hadi Jul 2009 A1
20090177562 Peace et al. Jul 2009 A1
20090177670 Grenier et al. Jul 2009 A1
20090183259 Rinek et al. Jul 2009 A1
20090187607 Yoo et al. Jul 2009 A1
20090198557 Wang et al. Aug 2009 A1
20090198602 Wang et al. Aug 2009 A1
20090199264 Lang Aug 2009 A1
20090199294 Schneider Aug 2009 A1
20090204514 Bhogal et al. Aug 2009 A1
20090204599 Morris et al. Aug 2009 A1
20090210241 Calloway Aug 2009 A1
20090210807 Xiao et al. Aug 2009 A1
20090216640 Masi Aug 2009 A1
20090217342 Nadler Aug 2009 A1
20090222527 Arconati et al. Sep 2009 A1
20090228918 Rolff et al. Sep 2009 A1
20090234665 Conkel Sep 2009 A1
20090234775 Whitney et al. Sep 2009 A1
20090234876 Schigel et al. Sep 2009 A1
20090240624 James et al. Sep 2009 A1
20090247122 Fitzgerald et al. Oct 2009 A1
20090248573 Haggerty et al. Oct 2009 A1
20090249451 Su et al. Oct 2009 A1
20090254375 Martinez et al. Oct 2009 A1
20090254476 Sharma et al. Oct 2009 A1
20090254656 Vignisson et al. Oct 2009 A1
20090254971 Herz et al. Oct 2009 A1
20090260064 Mcdowell et al. Oct 2009 A1
20090271265 Lay et al. Oct 2009 A1
20090276368 Martin et al. Nov 2009 A1
20090280467 Ahart Nov 2009 A1
20090281816 Houga et al. Nov 2009 A1
20090289110 Regen et al. Nov 2009 A1
20090300066 Guo et al. Dec 2009 A1
20090300604 Barringer Dec 2009 A1
20090300641 Friedman et al. Dec 2009 A1
20090307778 Mardikar Dec 2009 A1
20090313562 Appleyard et al. Dec 2009 A1
20090319648 Dutta et al. Dec 2009 A1
20090327054 Yao et al. Dec 2009 A1
20090327120 Eze et al. Dec 2009 A1
20090327270 Teevan et al. Dec 2009 A1
20090328173 Jakobson et al. Dec 2009 A1
20100009320 Wilkelis Jan 2010 A1
20100009332 Yaskin et al. Jan 2010 A1
20100010935 Shelton Jan 2010 A1
20100011428 Atwood et al. Jan 2010 A1
20100023434 Bond Jan 2010 A1
20100023440 Fraser et al. Jan 2010 A1
20100023448 Eze Jan 2010 A1
20100030578 Siddique et al. Feb 2010 A1
20100030649 Ubelhor Feb 2010 A1
20100030677 Melik-Aslanian et al. Feb 2010 A1
20100036697 Kelnar Feb 2010 A1
20100036769 Winters et al. Feb 2010 A1
20100042542 Rose et al. Feb 2010 A1
20100043055 Baumgart Feb 2010 A1
20100049803 Ogilvie et al. Feb 2010 A1
20100063942 Arnott et al. Mar 2010 A1
20100063993 Higgins et al. Mar 2010 A1
20100077483 Stolfo et al. Mar 2010 A1
20100082476 Bowman Apr 2010 A1
20100083371 Bennetts et al. Apr 2010 A1
20100094768 Miltonberger Apr 2010 A1
20100094774 Jackowitz et al. Apr 2010 A1
20100094910 Bayliss Apr 2010 A1
20100100945 Ozzie et al. Apr 2010 A1
20100114724 Ghosh et al. May 2010 A1
20100114744 Gonen May 2010 A1
20100114747 Kasower May 2010 A1
20100114776 Weller et al. May 2010 A1
20100121767 Coulter et al. May 2010 A1
20100122324 Welingkar et al. May 2010 A1
20100122333 Noe et al. May 2010 A1
20100130172 Vendrow et al. May 2010 A1
20100136956 Drachev et al. Jun 2010 A1
20100145836 Baker et al. Jun 2010 A1
20100153278 Farsedakis Jun 2010 A1
20100153290 Duggan Jun 2010 A1
20100161816 Kraft et al. Jun 2010 A1
20100169159 Rose et al. Jul 2010 A1
20100174638 Debie et al. Jul 2010 A1
20100174813 Hildreth et al. Jul 2010 A1
20100179906 Hawkes Jul 2010 A1
20100185546 Pollard Jul 2010 A1
20100188684 Kumara Jul 2010 A1
20100205076 Parson et al. Aug 2010 A1
20100205662 Ibrahim et al. Aug 2010 A1
20100211445 Bodington Aug 2010 A1
20100211636 Starkenburg et al. Aug 2010 A1
20100214090 Sartini et al. Aug 2010 A1
20100217837 Ansari et al. Aug 2010 A1
20100223160 Brown Sep 2010 A1
20100223192 Levine et al. Sep 2010 A1
20100228658 Ketelsen et al. Sep 2010 A1
20100229245 Singhal Sep 2010 A1
20100241535 Nightengale et al. Sep 2010 A1
20100250338 Banerjee et al. Sep 2010 A1
20100250410 Song et al. Sep 2010 A1
20100250411 Ogrodski Sep 2010 A1
20100250509 Andersen Sep 2010 A1
20100253686 Alsbury et al. Oct 2010 A1
20100257102 Perlman Oct 2010 A1
20100257577 Grandison et al. Oct 2010 A1
20100258623 Beemer et al. Oct 2010 A1
20100262932 Pan Oct 2010 A1
20100268557 Faith et al. Oct 2010 A1
20100274815 Vanasco Oct 2010 A1
20100280914 Carlson Nov 2010 A1
20100281020 Drubner Nov 2010 A1
20100293090 Domenikos et al. Nov 2010 A1
20100299262 Handler Nov 2010 A1
20100323446 Barnett et al. Dec 2010 A1
20100325048 Carlson et al. Dec 2010 A1
20100325694 Bhagavatula et al. Dec 2010 A1
20100332393 Weller et al. Dec 2010 A1
20110004498 Readshaw Jan 2011 A1
20110016533 Zeigler et al. Jan 2011 A1
20110023115 Wright Jan 2011 A1
20110029388 Kendall et al. Feb 2011 A1
20110035452 Gittleman Feb 2011 A1
20110035788 White et al. Feb 2011 A1
20110040629 Chiu et al. Feb 2011 A1
20110066495 Ayloo et al. Mar 2011 A1
20110066618 Sigurbjornsson et al. Mar 2011 A1
20110071950 Ivanovic Mar 2011 A1
20110078073 Annappindi et al. Mar 2011 A1
20110083181 Nazarov Apr 2011 A1
20110113084 Ramnani May 2011 A1
20110113086 Long et al. May 2011 A1
20110113096 Long et al. May 2011 A1
20110125924 McAleer May 2011 A1
20110126275 Anderson et al. May 2011 A1
20110131123 Griffin et al. Jun 2011 A1
20110137760 Rudie et al. Jun 2011 A1
20110137765 Nonaka Jun 2011 A1
20110142213 Baniak et al. Jun 2011 A1
20110145899 Cao et al. Jun 2011 A1
20110148625 Velusamy Jun 2011 A1
20110161218 Swift Jun 2011 A1
20110166988 Coulter Jul 2011 A1
20110167011 Paltenghe et al. Jul 2011 A1
20110178841 Rane et al. Jul 2011 A1
20110179139 Starkenburg et al. Jul 2011 A1
20110184780 Alderson et al. Jul 2011 A1
20110184838 Winters et al. Jul 2011 A1
20110196791 Dominguez Aug 2011 A1
20110211445 Chen Sep 2011 A1
20110214187 Wittenstein et al. Sep 2011 A1
20110252071 Cidon Oct 2011 A1
20110264566 Brown Oct 2011 A1
20110264581 Clyne Oct 2011 A1
20110270618 Banerjee et al. Nov 2011 A1
20110270754 Kelly et al. Nov 2011 A1
20110276396 Rathod Nov 2011 A1
20110296003 McCann et al. Dec 2011 A1
20110302653 Frantz et al. Dec 2011 A1
20110307397 Benmbarek Dec 2011 A1
20110307434 Rostampour et al. Dec 2011 A1
20110307957 Barcelo et al. Dec 2011 A1
20110320582 Lewis Dec 2011 A1
20120005070 McFall et al. Jan 2012 A1
20120005542 Petersen et al. Jan 2012 A1
20120011158 Avner et al. Jan 2012 A1
20120016948 Sinha Jan 2012 A1
20120022990 Kasower Jan 2012 A1
20120030216 Churi et al. Feb 2012 A1
20120030771 Pierson et al. Feb 2012 A1
20120047219 Feng et al. Feb 2012 A1
20120054088 Edrington et al. Mar 2012 A1
20120054592 Jaffe et al. Mar 2012 A1
20120060105 Brown et al. Mar 2012 A1
20120066106 Papadimitriou Mar 2012 A1
20120072382 Pearson et al. Mar 2012 A1
20120078932 Skurtovich, Jr. et al. Mar 2012 A1
20120084866 Stolfo Apr 2012 A1
20120089438 Tavares et al. Apr 2012 A1
20120101938 Kasower Apr 2012 A1
20120101939 Kasower Apr 2012 A1
20120108274 Acebo Ruiz et al. May 2012 A1
20120110467 Blake et al. May 2012 A1
20120110677 Abendroth et al. May 2012 A1
20120124498 Santoro et al. May 2012 A1
20120136763 Megdal et al. May 2012 A1
20120136774 Imrey et al. May 2012 A1
20120151045 Anakata et al. Jun 2012 A1
20120151046 Weiss et al. Jun 2012 A1
20120158654 Behren et al. Jun 2012 A1
20120173339 Flynt et al. Jul 2012 A1
20120173417 Lohman et al. Jul 2012 A1
20120185515 Ferrel et al. Jul 2012 A1
20120195412 Smith Aug 2012 A1
20120198556 Patel et al. Aug 2012 A1
20120215682 Lent et al. Aug 2012 A1
20120215719 Verlander Aug 2012 A1
20120216125 Pierce Aug 2012 A1
20120235897 Hirota Sep 2012 A1
20120239497 Nuzzi Sep 2012 A1
20120246060 Conyack, Jr. et al. Sep 2012 A1
20120253852 Pourfallah et al. Oct 2012 A1
20120278767 Stibel et al. Nov 2012 A1
20120290660 Rao et al. Nov 2012 A1
20120290740 Tewari et al. Nov 2012 A1
20120297484 Srivastava Nov 2012 A1
20120317014 Cerise et al. Dec 2012 A1
20120324388 Rao et al. Dec 2012 A1
20130006843 Tralvex Jan 2013 A1
20130006844 Kremen Jan 2013 A1
20130018811 Britti et al. Jan 2013 A1
20130031109 Routson et al. Jan 2013 A1
20130031624 Britti et al. Jan 2013 A1
20130066775 Milam Mar 2013 A1
20130080467 Carson et al. Mar 2013 A1
20130085804 Leff et al. Apr 2013 A1
20130103571 Chung et al. Apr 2013 A1
20130110557 Kasower May 2013 A1
20130110565 Means et al. May 2013 A1
20130110678 Vigier et al. May 2013 A1
20130117072 Nish May 2013 A1
20130117087 Coppinger May 2013 A1
20130125010 Strandell May 2013 A1
20130132151 Stibel et al. May 2013 A1
20130159411 Bowen Jun 2013 A1
20130173447 Rothschild Jul 2013 A1
20130173449 Ng et al. Jul 2013 A1
20130185293 Boback Jul 2013 A1
20130205135 Lutz Aug 2013 A1
20130211986 Debie et al. Aug 2013 A1
20130246528 Ogura Sep 2013 A1
20130262226 LaChapelle et al. Oct 2013 A1
20130267171 Sarkar et al. Oct 2013 A1
20130279676 Baniak et al. Oct 2013 A1
20130293363 Plymouth Nov 2013 A1
20130298238 Shah et al. Nov 2013 A1
20130332341 Papadimitriou Dec 2013 A1
20130332342 Kasower Dec 2013 A1
20130339249 Weller et al. Dec 2013 A1
20130347059 Fong et al. Dec 2013 A1
20140012733 Vidal Jan 2014 A1
20140012737 Evans Jan 2014 A1
20140019348 Daley Jan 2014 A1
20140032300 Zhang et al. Jan 2014 A1
20140032723 Nema Jan 2014 A1
20140046872 Arnott et al. Feb 2014 A1
20140061302 Hammad Mar 2014 A1
20140089166 Padawer Mar 2014 A1
20140089167 Kasower Mar 2014 A1
20140089191 Brown Mar 2014 A1
20140096249 Dupont et al. Apr 2014 A1
20140110477 Hammad Apr 2014 A1
20140129942 Rathod May 2014 A1
20140156500 Lassen et al. Jun 2014 A1
20140156501 Howe Jun 2014 A1
20140156503 Lassen et al. Jun 2014 A1
20140164112 Kala Jun 2014 A1
20140164398 Smith et al. Jun 2014 A1
20140164519 Shah Jun 2014 A1
20140180919 Brown Jun 2014 A1
20140181285 Stevens et al. Jun 2014 A1
20140258083 Achanta et al. Sep 2014 A1
20140258084 Padawer et al. Sep 2014 A1
20140279329 Dancel Sep 2014 A1
20140298485 Gardner Oct 2014 A1
20140317023 Kim Oct 2014 A1
20140379554 Grossman et al. Dec 2014 A1
20150178829 Weiss Jun 2015 A1
20150310543 Debie et al. Oct 2015 A1
20150324920 Wilson et al. Nov 2015 A1
20150326580 McMillan et al. Nov 2015 A1
Foreign Referenced Citations (34)
Number Date Country
0 542 298 May 1993 EP
1 028 401 Aug 2000 EP
1 239 378 Jan 2002 EP
1 301 887 Apr 2003 EP
1 850 278 Oct 2007 EP
2 088 743 Aug 2009 EP
2 102 606 Feb 1983 GB
2005-208945 Aug 2005 JP
2000-0063313 Nov 2000 KR
2002-0039203 May 2002 KR
10-2007-0081504 Aug 2007 KR
WO 9116691 Oct 1991 WO
WO 9960481 Nov 1999 WO
WO 0030045 May 2000 WO
WO 0055778 Sep 2000 WO
WO 0109752 Feb 2001 WO
WO 0109792 Feb 2001 WO
WO 0184281 Nov 2001 WO
WO 0229636 Apr 2002 WO
WO 2004031986 Apr 2004 WO
WO 2005010683 Feb 2005 WO
WO 2005033979 Apr 2005 WO
WO 2006050278 May 2006 WO
WO 2006069199 Jun 2006 WO
WO 2008042614 Apr 2008 WO
WO 2009064694 May 2009 WO
WO 2009064840 May 2009 WO
WO 2009102391 Aug 2009 WO
WO 2009117468 Sep 2009 WO
WO 2010001406 Jan 2010 WO
WO 2010062537 Jun 2010 WO
WO 2010077989 Jul 2010 WO
WO 2010150251 Dec 2010 WO
WO 2011005876 Jan 2011 WO
Non-Patent Literature Citations (157)
Entry
“Equifax: Debt Wise™ Credit Monitoring Service,” Product Review, http://www.mdmproofing.com/lym/reviews/equifax/debt-wise/, Jan. 2010, pp. 11.
Equifax; “Welcome to Equifax Mobile,” http://www.equifax.com/mobile/ as printed Mar. 18, 2011 in 2 pages.
Fenner, Peter, “Mobil Address Management and Billing for Personal Communications”, 1st International Conference on Universal Personal Communications, 1992, ICUPC '92 Proceedings, pp. 253-257.
Irby, LaToya, “How Will a Late Payment Hurt My Credit Score?” http://web.archive.org/web/20101024113603/http://credit.about.com/od/creditscorefaq/f/how-late-payment-affects-credit-score.htm, Oct. 24, 2010, pp. 1.
U.S. Appl. No. 12/705,489, filed Feb. 12, 2010, Bargoli et al.
U.S. Appl. No. 12/705,511, filed Feb. 12, 2010, Bargoli et al.
Actuate, “Delivering Enterprise Information for Corporate Portals”, White Paper, 2004, pp. 1-7.
“Aggregate and Analyze Social Media Content: Gain Faster and Broader Insight to Market Sentiment,” SAP Partner, Mantis Technology Group, Apr. 2011, pp. 4.
Aharony et al., “Social Area Networks: Data Networking of the People, by the People, for the People,” 2009 International Conference on Computational Science and Engineering, May 2009, pp. 1148-1155.
Aktas et al., “Personalizing PageRank Based on Domain Profiles”, WEBKDD workshop: Webmining and Web Usage Analysis, Aug. 22, 2004, pp. 83-90.
Aktas et al., “Using Hyperlink Features to Personalize Web Search”, WEBKDD workshop: Webmining and Web Usage Analysis, Aug. 2004.
“Arizona Company Has Found Key in Stopping ID Theft,” PR Newswire, New York, Aug. 10, 2005 http://proquest.umi.com/pqdweb?did=880104711&sid=1&Fmt=3&clientId=19649&RQT=309&Vname=POD.
ABC News Now:Money Matters, as broadcasted Nov. 15, 2005 with guest Todd Davis (CEO of Lifelock), pp. 6.
Anonymous, “Credit-Report Disputes Await Electronic Resolution,” Credit Card News, Chicago, Jan. 15, 1993, vol. 5, No. 19, p. 5.
Anonymous, “MBNA Offers Resolution of Credit Card Disputes,” Hempstead, Feb. 2002, vol. 68, No. 2, p. 47.
Anonymous, “Feedback”, Credit Management, ABI/INFORM Global, Sep. 2006, pp. 6.
Awoonor-Williams, Princess Josephine, Ph.D. “Gender and Credit: An Analysis of Women's Experience in the Credit Market”, ProQuest Dissertations and Theses, 2004, pp. 148.
“Beware of ‘Who Viewed My Profile’ Apps on Facebook” Tech for Luddites, Mar. 15, 2010 printed Sep. 27, 2013 http://www.techforluddites.com/2010/03/beware-of-who-viewed-my-profile-apps-on-facebook.html.
Bielski, Lauren, “Will you Spend to Thwart ID Theft?” ABA Banking Journal, Apr. 2005, pp. 54, 56-57, 60.
BlueCava, “What We Do”, http://www.bluecava.com/what-we-do/, printed Nov. 5, 2012 in 3 pages.
Buxfer, http://www.buxfer.com/ printed Feb. 5, 2014 in 1 page.
Check, http://check.me/ printed Feb. 5, 2014 in 3 pages.
Chores & Allowances, “Do Kids Have Credit Reports?” Oct. 15, 2007, http://choresandallowances.blogspot.com/2007/10/do-kids-have-credit-reports.html, pp. 5.
Comlounge.net, “plonesocial.auth.rpx” http://web.archive.org/web/20101026041841/http://comlounge.net/rpx as captured Oct. 26, 2010 in 9 pages.
CreditKarma, http://www.creditkarma.com printed Feb. 8, 2013 in 2 pages.
CreditSesame, http://www.creditsesame.com/how-it-works/our-technology/ printed Feb. 5, 2013 in 2 pages.
Collins, Michael J., “Exploring the Design of Financial Counseling for Mortgage Borrowers in Default,” Journal of Family and Economic Issues, Springer Science+Business Media, Mar. 13, 2007, pp. 207-226.
“Consumers Gain Immediate and Full Access to Credit Score Used by Majority of U.S. Lenders”, PR Newswire, ProQuest Copy, Mar. 19, 2001, p. 1.
“CreditCheck Monitoring Services,” Dec. 11, 2000, pp. 1, lines 21-23.
“Credit Improvement”, CreditRepair.com, Mar. 10, 2010, http://web.archive.org/web/20100310134914/http://www.creditrepair.com/credit/, as archived Mar. 10, 2010 in 2 pages.
Credit Plus, Inc., “Score Wizard”, http://web.archive.org/web/20030806080310/www.creditplus.com/scorewizard.asp, as archived Aug. 6, 2003 in 1 page.
Cullen, Terri; “The Wall Street Journal Complete Identity Theft Guidebook:How to Protect Yourself from the Most Pervasive Crime in America”; Chapter 3, pp. 59-79; Jul. 10, 2007.
“D&B Corporate Family Linkage”, D&B Internet Access for U.S. Contract Customers, https://www.dnb.com/ecomp/help/linkage.htm as printed Dec. 17, 2009, pp. 1.
“Data Loss Prevention (DLP) Software”, http://www.symantec.com/data-loss-prevention/ printed Apr. 8, 2013 in 8 pages.
“Data Protection”, http://compliantprocessing.com/data-protection/ printed Apr. 8, 2013 in 4 pages.
Day, Jo and Kevin; “ID-ology: A Planner's Guide to Identity Theft”; Journal of Financial Planning:Tech Talk; pp. 36-38; Sep. 2004.
“Debt Settlement: Watch Video on how to Pay Your Debt Faster”, http://www.debtconsolidationcare.com/debt-settlement.html printed Jan. 9, 2013 in 6 pages.
Demby, Elayne, “Special Report: Letting Consumers Know the Score—and More”, Collections and Credit Risk, New York, Feb. 2003, vol. 8, Issue 2, p. 53, pp. 3.
Elliehausen et al., The Impact of Credit Counseling on Subsequent Borrower Behavior, The Journal of Consumer Affairs, Summer 2007, vol. 41, No. 1, pp. 1-28.
Equifax Consumer Credit Report http://www.equifax.com/home/, as retrieved on Sep. 17, 2008.
Equifax; “Equifax Credit Watch”; https://www.econsumer.equifax.co.uk/consumer/uk/sitepage.ehtml, dated Jun. 27, 2007 on www.archive.org.
Ettorre, “Paul Kahn on Exceptional Marketing,” Management Review, vol. 83, No. 11, Nov. 1994, pp. 48-51.
Experian Consumer Credit Report http://www.experian.com/, as retrieved on Sep. 17, 2008.
Facebook, “Facebook helps you connect and share with the people in your life,” www.facebook.com printed Nov. 16, 2010 in 1 page.
FamilySecure.com, “Frequently Asked Questions”, http://www.familysecure.com/FAQ.aspx as archived Jul. 15, 2007 in 3 pages.
FamilySecure.com; “Identity Theft Protection for the Whole Family | FamilySecure.com” http://www.familysecure.com/, as retrieved on Nov. 5, 2009.
“Fictitious Business Name Records”, Westlaw Database Directory, http://directoy.westlaw.com/scope/default.asp?db-FBN-ALL&RS-W&VR=2.0 as printed Dec. 17, 2009, pp. 5.
Fitzpatrick, Alex, “Facebook Monitors Your Chats for Criminal Activity [Report],” Mashable, Jul. 12, 2012 printed Sep. 27, 2013 http://mashable.com/2012/07/12/facebook-scanning-chats/.
“Fund Manager,” Portfolio Management Software website, indexed into Google on Jan. 7, 2005, Retrieved Oct. 24, 2014 http://www.fundmanagersoftware.com/, http://www.fundmanagersoftware.com/help/gph—tp—pieasset.html, http://www.fundmanagersoftware.com/demo2.html.
Gibbs, Adrienne; “Protecting Your Children from Identity Theft,” Nov. 25, 2008, http://www.creditcards.com/credit-card-news/identity-ID-theft-and-kids-children-1282.php, pp. 4.
“GLBA Compliance and FFIEC Compliance” http://www.trustwave.com/financial-services.php printed Apr. 8, 2013 in 1 page.
Gordon et al., “Identity Fraud: A Critical National and Global Threat,” LexisNexis, Oct. 28, 2003, pp. 1-48.
“Guide to Benefits, MasterCard® Cardholder Smart Shopper Benefits”, May 2005, pp. 10.
Herzberg, Amir, “Payments and Banking with Mobile Personal Devices,” Communications of the ACM, May 2003, vol. 46, No. 5, pp. 53-58.
Hoofnagle, Chris Jay, “Identity Theft: Making the Known Unknowns Known,” Harvard Journal of Law & Technology, Fall 2007, vol. 21, No. 1, pp. 98-122.
Hunt, Robert M.; Whither Consumer Credit Counseling? Business Review, Dec. 31, 2005, pp. 9-20.
ID Analytics, “ID Analytics® Consumer Notification Service” printed Apr. 16, 2013 in 2 pages.
ID Theft Assist, “Do You Know Where Your Child's Credit Is?”, Nov. 26, 2007, http://www.idtheftassist.com/pages/story14, pp. 3.
“ID Thieves These Days Want Your Number, Not Your Name”, The Colombus Dispatch, Columbus, Ohio, http://www.dispatch.com/content/stories/business/2014/08/03/id-thieves-these-days-want-your-number-not-your-name.html, Aug. 3, 2014 in 2 pages.
Identity Theft Resource Center; Fact Sheet 120 A—To Order a Credit Report for a Child; Fact Sheets, Victim Resources; Apr. 30, 2007.
“Identity Thieves Beware: Lifelock Introduces Nation's First Guaranteed Proactive Solution to Identity Theft Protection,” PR Newswire, New York, Jun. 13, 2005 http://proquest.umi.com/pqdweb?did=852869731&sid=1&Fmt=3&clientId=19649&RQT=309&Vname=PQD.
Ideon, Credit-Card Registry that Bellyflopped this Year, Is Drawing some Bottom-Fishers, The Wall Street Journal, Aug. 21, 1995, pp. C2.
Information Brokers of America, “Information Brokers of America Child Identity Theft Protection” http://web.archive.org/web/20080706135451/http://iboainfo.com/child-order.html as archived Jul. 6, 2008 in 1 page.
Information Brokers of America, “Safeguard Your Child's Credit”, http://web.archive.org/web/20071215210406/http://www.iboainfo.com/child-id-protect.html as archived Dec. 15, 2007 in 1 page.
Intelius, “People Search—Updated Daily, Accurate and Fast!” http://www.intelius.com/people-search.html?=&gclid=CJqZIZP7paUCFYK5KgodbCUJJQ printed Nov. 16, 2010 in 1 page.
Iovation, Device Identification & Device Fingerprinting, http://www.iovation.com/risk-management/device-identification printed Nov. 5, 2012 in 6 pages.
“Judging Credit: Consumers Need Better Finance Tools”, News Journal, Daytona Beach, FL, Dec. 28, 2002.
Lan, Joe, “The Top Portfolio Management Software,” http://www.aaii.com/computerizedinvesting/article/the-top-portfolio-management-software, Includes Discussion thread, Fourth Quarter 2011, pp. 17.
Lanubile, et al., “Evaluating Empirical Models for the Detection of High-Risk Components: Some Lessons Learned”, 20th Annual Software Engineering Workshop, Nov. 29-30, 1995, Greenbelt, Maryland, pp. 1-6.
Lee, W.A.; “Experian, on Deal Hunt, Nets Identity Theft Insurer”, American Banker: The Financial Services Daily, Jun. 4, 2003, New York, NY, 1 page.
Leskovec, Jure, “Social Media Analytics: Tracking, Modeling and Predicting the Flow of Information through Networks”, WWW 2011—Tutorial, Mar. 28-Apr. 1, 2011, Hyderabad, India, pp. 277-278.
Letter to Donald A. Robert from Carolyn B. Maloney, dated Oct. 31, 2007, pp. 2.
Letter to Donald A. Robert from Senator Charles E. Schumer, dated Oct. 11, 2007, pp. 2.
Letter to Harry C. Gambill from Carolyn B. Maloney, dated Oct. 31, 2007, pp. 2.
Letter to Harry C. Gambill from Senator Charles E. Schumer, dated Oct. 11, 2007, pp. 2.
Letter to Richard F. Smith from Carolyn B. Maloney, dated Oct. 31, 2007, pp. 2.
Letter to Richard F. Smith from Senator Charles E. Schumer, dated Oct. 11, 2007, pp. 2.
Li et al., “Automatic Verbal Information Verification for User Authentication”, IEEE Transactions on Speech and Audio Processing, vol. 8, No. 5, Sep. 2000, pp. 585-596.
LifeLock, “How LifeLock Works,” http://www.lifelock.com/lifelock-for-people printed Mar. 14, 2008 in 1 page.
LifeLock, “LifeLock Launches First ID Theft Prevention Program for the Protection of Children,” Press Release, Oct. 14, 2005, http://www.lifelock.com/about-us/press-room/2005-press-releases/lifelock-protection-for-children.
LifeLock; “How Can LifeLock Protect My Kids and Family?” http://www.lifelock.com/lifelock-for-people/how-we-do-it/how-can-lifelock-protect-rny-kids-and-family printed Mar. 14, 2008 in 1 page.
LifeLock, Various Pages, www.lifelock.com/, 2007.
Littwin, Angela, “Beyond Usury: A Study of Credit-Card Use and Preference Among Low-Income Consumers”, Texas Law Review, vol. 86, No. 3, pp. 451-506; Feb. 2008.
Lobo, Jude, “MySAP.com Enterprise Portal Cookbook,” SAP Technical Delivery, Feb. 2002, vol. 1, pp. 1-13.
Lund, Graham, “Credit Bureau Data: Maximizing the Benefits,” Credit Management, May 2004, ProQuest Central, pp. 44-45.
Magid, Lawrence, J., Business Tools: When Selecting an ASP Ensure Data Mobility, Los Angeles Times, Los Angeles, CA, Feb. 26, 2001, vol. C, Issue 4, pp. 3.
“Managing Debt?” Federal Trade Commission: Consumer Information, http://www.consumer.ftc.gov/articles/0158-managing-debt, printed Mar. 22, 2013 in 4 pages.
Manilla, http://www.manilla.com/how-it-works/ printed Feb. 5, 2014 in 1 page.
Meyers et al., “Using Your Social Networking Accounts to Log Into NPR.org,” NPR.org, Jun. 24, 2010, http://web.archive.org/web/20100627034054/http://www.npr.org/blogs/inside/2010/06/24/128079309/using-your-social-networking-accounts-to-log-into-npr-org in 3 pages.
Micarelli et al., “Personalized Search on the World Wide Web,” The Adaptive Web, LNCS 4321, 2007, pp. 195-230.
Microsoft, “Expand the Reach of Your Business,” Microsoft Business Solutions, 2004, in 16 pages.
Mint.com, http://www.mint.com/ printed Sep. 18, 2008 in 2 pages.
Mint.com, http://www.mint.com/how-it-works/ printed Feb. 5, 2013 in 2 pages.
MS Money Software by Microsoft http://www.microsoft.com/Money/default.mspx as retrieved on Sep. 17, 2008.
Mvelopes, http://www.mvelopes.com/ printed Feb. 5, 2014 in 2 pages.
My Call Credit http://www.mycallcredit.com/products.asp?product=ALR dated Dec. 10, 2005 on www.archive.org.
My Call Credit http://www.mycallcredit.com/rewrite.asp?display=faq dated Dec. 10, 2005 on www.archive.org.
My ID Alerts, “Why ID Alerts” http://www.myidalerts.com/why-id-alerts.jsps. printed Apr. 3, 2012 in 2 pages.
My ID Alerts, “How it Works” http://www.myidalerts.com/how-it-works.jsps printed Apr. 3, 2012 in 3 pages.
MyReceipts, http://www.myreceipts.com/, printed Oct. 16, 2012 in 1 page.
MyReceipts—How it Works, http://www.myreceipts.com/howItWorks.do, printed Oct. 16, 2012 in 1 page.
“Name Availability Records”, Westlaw Database Directory, http://directoy.westlaw.com/scope/default.asp?db=NA-ALL&RS=W&VR=2.0 as printed Dec. 17, 2009, pp. 5.
National Alert Registry Launches RegisteredOffendersList.org to Provide Information on Registered Sex Offenders, May 16, 2005, pp. 2, http://www.prweb.com/printer/240437.htm accessed on Oct. 18, 2011.
National Alert Registry Offers Free Child Safety “Safe From Harm” DVD and Child Identification Kit, Oct. 24, 2006. pp. 2, http://www.prleap.com/pr/53170 accessed on Oct. 18, 2011.
National Alert Registry website titled, “Does a sexual offender live in your neighborhood”, Oct. 22, 2006, pp. 2, http://web.archive.org/wb/20061022204835/http://www.nationallertregistry.com/ accessed on Oct. 13, 2011.
“New for Investors: Asset Allocation, Seasoned Returns and More,” Prosper, http://blog.prosper.com/2011/10/27/new-for-investors-asset-allocation-seasoned-returns-and-more/, pp. 4.
Next Card: About Us, http://web.cba.neu.edu/˜awatson/NextCardCase/NextCardAboutUs.htm printed Oct. 23, 2009 in 10 pages.
Ogg, Erica, “Apple Cracks Down on UDID Use”, http://gigaom.com/apple/apple-cracks-down-on-udid-use/ printed Nov. 5, 2012 in 5 Pages.
Organizing Maniac's Blog—Online Receipts Provided by MyQuickReceipts.com, http://organizingmaniacs.wordpress.com/2011/01/12/online-receipts-provided-by-myquickreceipts-com/ dated Jan. 12, 2011 printed Oct. 16, 2012 in 3 pages.
Paustian, Chuck, “Every Cardholder a King Customers get the Full Treatment at Issuers' Web Sites,” Card Marketing, New York, Mar. 2001, vol. 5, No. 3, pp. 4.
People Finders, http://www.peoplefinders.com/?CMP=Google&utm—source=google&utm—medium=cpc printed Nov. 16, 2010 in 1 page.
People Lookup, “Your Source for Locating Anyone!” www.peoplelookup.com/people-search.html printed Nov. 16, 2010 in 1 page.
People Search, “The Leading Premium People Search Site on the Web,” http://www.peoplesearch.com printed Nov. 16, 2010 in 2 page.
PersonalCapital.com, http://www.personalcapital.com/how-it-works printed Feb. 5, 2014 in 5 pages.
Planwise, http://planwise.com printed Feb. 8, 2013 in 5 pages.
Planet Receipt—Home, http://www.planetreceipt.com/home printed Oct. 16, 2012 in 1 page.
Planet Receipt—Solutions & Features, http://www.planetreceipt.com/solutions-features printed Oct. 16, 2012 in 2 pages.
Press Release—“Helping Families Protect Against Identity Theft—Experian Announces FamilySecure.com; Parents and guardians are alerted for signs of potential identity theft for them and their children; product features an industry-leading $2 million guarantee”; PR Newswire; Irvine, CA; Oct. 1, 2007.
Privacy Rights Clearinghouse, “Identity Theft: What to do if it Happens to You,” http://web.archive.org/web/19990218180542/http://privacyrights.org/fs/fs17a.htm printed Feb. 18, 1999.
“Qualifying for Debt Settlement”, http://www.certifieddebt.com/debt/settlement-qualifications.shtml printed Jan. 9, 2013 in 2 pages.
Quantix Software, “Investment Account Manager,” available at https://www.youtube.com/watch?v=1UwNTEER1Kk, as published Mar. 21, 2012.
Quicken Online by Intuit http://www.quicken.intuit.com/, as retrieved on Sep. 17, 2008.
“Quicken Support”, http://web.archive.org/web/20071231040130/http://web.intuit.com/support/quicken/docs/d—qif.html as archived Dec. 31, 2007 in 6 pages.
Ramaswamy, Vinita M., Identity-Theft Toolkit, The CPA Journal, Oct. 1, 2006, vol. 76, Issue 10, pp. 66-70.
Rawe, Julie; “Identity Thieves”, Time Bonus Section, Inside Business, Feb. 2002, pp. 2.
Repici et al., “The Comma Separated Value (CSV) File Format”, http://creativyst.com/Doc/Articles/CSV/CSV01.htm, Creativyst, Inc., 2002, pp. 10.
“Resolve Debt for Less: With Help from Freedom Financial” http://www.debtsettlementusa.com/ printed Jan. 9, 2013 in 6 pages.
Romig, Shane, “The Truth About Credit Repair”, Credit.com, May 5, 2010, http://web.archive.org/web/20100505055526/http://www.credit.com/credit—information/credit—help/The-Truth-About-Credit-Repair.jsp printed Mar. 22, 2013 in 4 pages.
Roth, Andrew, “CheckFree to Introduce E-Mail Billing Serving,” American Banker, New York, Mar. 13, 2001, vol. 166, No. 49, pp. 3.
SAS, “SAS® Information Delivery Portal”, Fact Sheet, 2008, in 4 pages.
Scholastic Inc.:Parent's Request for Information http://web.archive.org/web/20070210091055/http://www.scholastic.com/inforequest/index.htm as archived Feb. 10, 2007 in 1 page.
Scholastic Inc.:Privacy Policy http://web.archive.org/web/20070127214753/http://www.scholastic.com/privacy.htm as archived Jan. 27, 2007 in 3 pages.
Screenshot for Investment Account Manager v.2.8.3, published at http://www.aaii.com/objects/get/1642.gif by at least Aug. 30, 2011 in 1 page.
“Settling Your Debts—Part 1 in Our Debt Settlement Series”, http://www.creditinfocenter.com/debt/settle—debts.shtml printed Jan. 9, 2013 in 6 pages.
ShoeBoxed, https://www.shoeboxed.com/sbx-home/ printed Oct. 16, 2012 in 4 pages.
Simpson, Glyn, “Microsoft (MS) Money (MSMoney FAQ, Help and Information Pages”, pp. 2, Copyright © Glyn Simpson 1998-2007, http://web.archive.org/web/20071018075531/http://money.mvps.org/faq/article/196.aspx.
Singletary, Michelle, “The Littlest Victims of ID Theft”, The Washington Post, The Color of Money, Oct. 4, 2007.
Stauffer et al., “Using HTML 3.2,” Second Edition, 1996, Que Publishing, pp. 192-193.
“TransUnion—Child Identity Theft Inquiry”, TransUnion, http://www.transunion.com/corporate/personal/fraudIdentityTheft/fraudPrevention/childIDInquiry.page as printed Nov. 5, 2009 in 4 pages.
TransUnion Consumer Credit Report http://www.transunion.com/, as retrieved on Sep. 17, 2008.
Truston, “Checking if your Child is an ID Theft Victim can be Stressful,” as posted by Michelle Pastor on Jan. 22, 2007 at http://www.mytruston.com/blog/credit/checking—if—your—child—is—an—id—theft—vi.html.
US Legal, Description, http://www.uslegalforms.com/us/US-00708-LTR.htm printed Sep. 4, 2007 in 2 pages.
Vamosi, Robert, “How to Handle ID Fraud's Youngest Victims,” Nov. 21, 2008, http://news.cnet.com/8301-10789—3-10105303-57.html.
Waggoner, Darren J., “Having a Global Identity Crisis,” Collections & Credit Risk, Aug. 2001, vol. vol. 6, No. 8, pp. 6.
Wesabe.com http://www.wesabe.com/, as retrieved on Sep. 17, 2008.
Yahoo! Search, “People Search,” http://people.yahoo/com printed Nov. 16, 2010 in 1 page.
Yodlee | Money Center, https://yodleemoneycenter.com/ printed Feb. 5, 2014 in 2 pages.
You Need a Budget, http://www.youneedabudget.com/features printed Feb. 5, 2014 in 3 pages.
U.S. Appl. No. 09/411,683, filed Oct. 4, 1999.
“Disputes in Cyberspace 2001: Update of online dispute resolution for consumers in cross-border disputes”, Consumers International, Nov. 2001, pp. 45, http://web.archive.org/web/20160414183303/http://www.consumersinternational.org/media/304196/disputes%20in%20cyberspace%202001.%20update%20of%20online%20dispute%20resolution%20for%20consumer%20in%20cross-border%20disputes..pdf.
Elangovan, A.R., “Managerial Third-Party Dispute Intervention: A Prescriptive Model of Strategy Selection”, Academy of Management, Oct. 1, 1995, vol. 20, No. 4, pp. 800-830.
Equifax; “Places”, http://web.archive.org/web/20111111113930/http://www.equifax.com/places as archived Nov. 11, 2011 in 1 page.
Equifax; “Places”, http://www.equifax.com/places/ as printed Nov. 16, 2015 in 1 page.
Khan, Mickey Alam, “Equifax Recognizes Changing Customer Behavior with Four-Pronged Mobile Strategy”, Mobile Marketer, http://web.archive.org/web/20151117005818/http://www.mobilemarketer.com/cms/news/strategy/9733.html, Apr. 19, 2011 in 10 pages.
LifeLock, http://web.archive.org/web/20110724011010/http://www.lifelock.com/? as archived Jul. 24, 2011 in 1 page.
PrivacyGuard, http://web.archive.org/web/20110728114049/http://www.privacyguard.com/ as archived Jul. 28, 2011 in 1 page.
Shin, Laura, “See an Error on Your Credit Report? Credit Karma Now Makes it Easy to Dispute”, Nov. 12, 2015, http://www.forbes.com/sites/laurashin/2015/11/12/see-an-error-on-your-credit-report-credit-karma-now-makes-it-easy-to-dispute/, pp. 4.
Continuations (1)
Number Date Country
Parent 13234637 Sep 2011 US
Child 14819824 US