Patent Grant
10798139
This relates generally to social networking, including but not limited to identifying content relevant to a user in a social network.
Social networks provide a broad communication platform through which users can both publish and consume a variety of digital content and communicate with other users of the social network.
Given the vast amount of content managed in a social network and provided to users, however, users are often faced with the challenge of finding relevant content while filtering out irrelevant content.
Accordingly, there is a need for devices with methods, systems, and interfaces for accessing content determined to be relevant to a user. By identifying relevant content using one or more relevance criteria, users are able to more efficiently and effectively access and process content provided by a social network. Such methods, systems, and interfaces optionally complement or replace conventional methods for accessing relevant content.
In accordance with some embodiments, a method is performed at a server system having one or more processors and memory. The memory stores instructions for execution by the one or more processors. The server system sends links to a plurality of content categories for display on a user device associated with a user. Each content category corresponds to a respective subset of a plurality of content items. In response to a selection of a link to one of the content categories, the corresponding subset of the plurality of content items is sent for display on the user device. The server system selects a group of content items from the plurality of content items according to determined relevance scores for the user based on one or more relevance criteria and sends links to the content items in the group for display on the user device in a first order according to the relevance scores. The server system then adjusts the relevance scores of one or more content items in the group according to user feedback and resends links to the content items in the group for display on the user device in a second order according to the adjusted relevance scores.
In accordance with some embodiments, a method is performed at a server system with one or more processors and memory storing instructions for execution by the one or more processors. The method includes receiving a first request for access to content items from a user device associated with a user. In response to the first request, links to a plurality of content categories are sent for display on the user device, where the content categories include a plurality of content items. A first group of content items determined to be relevant to the user is identified in accordance with one or more relevance criteria, where the first group of content items includes a first subset of the plurality of content items. Furthermore, in response to the first request, links to the first group of content items are sent for display on the user device in addition to the plurality of content categories.
In accordance with some embodiments, a server system (e.g., a social-network system) includes one or more processors, memory, and one or more programs; the one or more programs are stored in the memory and configured to be executed by the one or more processors. The one or more programs include instructions for performing the operations of the server-side method described above. In accordance with some embodiments, a computer-readable storage medium has stored therein instructions that, when executed by the server system, cause the server system to perform the operations of the server-side method described above. In accordance with some embodiments, a server system (e.g., a social-network system) includes means for performing the operations of the server-side method described above.
Thus, users are provided with faster, more efficient methods for accessing relevant content in a social network, thereby increasing the effectiveness, efficiency, and user satisfaction with social-networking systems.
For a better understanding of the various described embodiments, reference should be made to the Description of Embodiments below, in conjunction with the following drawings. Like reference numerals refer to corresponding parts throughout the figures and description.
Reference will now be made to embodiments, examples of which are illustrated in the accompanying drawings. In the following description, numerous specific details are set forth in order to provide an understanding of the various described embodiments. However, it will be apparent to one of ordinary skill in the art that the various described embodiments may be practiced without these specific details. In other instances, well-known methods, procedures, components, circuits, and networks have not been described in detail so as not to unnecessarily obscure aspects of the embodiments.
It will also be understood that, although the terms first, second, etc. are, in some instances, used herein to describe various elements, these elements should not be limited by these terms. These terms are used only to distinguish one element from another. For example, a first group could be termed a second group, and, similarly, a second group could be termed a first group, without departing from the scope of the various described embodiments. The first group and the second group are both groups, but they are not the same group.
The terminology used in the description of the various embodiments described herein is for the purpose of describing particular embodiments only and is not intended to be limiting. As used in the description of the various described embodiments and the appended claims, the singular forms “a,” “an,” and “the” are intended to include the plural forms as well, unless the context clearly indicates otherwise. It will also be understood that the term “and/or” as used herein refers to and encompasses any and all possible combinations of one or more of the associated listed items. It will be further understood that the terms “includes,” “including,” “comprises,” and/or “comprising,” when used in this specification, specify the presence of stated features, integers, steps, operations, elements, and/or components, but do not preclude the presence or addition of one or more other features, integers, steps, operations, elements, components, and/or groups thereof.
As used herein, the term “if” is, optionally, construed to mean “when” or “upon” or “in response to determining” or “in response to detecting” or “in accordance with a determination that,” depending on the context. Similarly, the phrase “if it is determined” or “if [a stated condition or event] is detected” is, optionally, construed to mean “upon determining” or “in response to determining” or “upon detecting [the stated condition or event]” or “in response to detecting [the stated condition or event]” or “in accordance with a determination that [a stated condition or event] is detected,” depending on the context.
As used herein, the term “exemplary” is used in the sense of “serving as an example, instance, or illustration” and not in the sense of “representing the best of its kind.”
In some embodiments, the client devices 104-1, 104-2, . . . 104-n are computing devices such as smart watches, personal digital assistants, portable media players, smart phones, tablet computers, 2D gaming devices, 3D (e.g., virtual reality) gaming devices, laptop computers, desktop computers, televisions with one or more processors embedded therein or coupled thereto, in-vehicle information systems (e.g., an in-car computer system that provides navigation, entertainment, and/or other information), and/or other appropriate computing devices that can be used to communicate with the social-network system 108. In some embodiments, the social-network system 108 is a single computing device such as a computer server, while in other embodiments, the social-network system 108 is implemented by multiple computing devices working together to perform the actions of a server system (e.g., cloud computing).
Users 102-1, 102-2, . . . 102-n employ the client devices 104-1, 104-2, . . . 104-n to access the social-network system 108 and to participate in a corresponding social-networking service provided by the social-network system 108. For example, one or more of the client devices 104-1, 104-2, . . . 104-n execute web browser applications that can be used to access the social-networking service. As another example, one or more of the client devices 104-1, 104-2, . . . 104-n execute software applications that are specific to the social-networking service (e.g., social-networking “apps” running on smart phones or tablets, such as a Facebook social-networking application running on an iPhone, Android, or Windows smart phone or tablet).
Users interacting with the client devices 104-1, 104-2, . . . 104-n can participate in the social-networking service provided by the social-network system 108 by providing and/or consuming (e.g., posting, writing, viewing, publishing, broadcasting, promoting, recommending, sharing) digital information, such as text comments (e.g., statuses, updates, announcements, replies, location “check-ins,” private/group messages), photos, videos, audio files, links, documents, and/or other electronic content. In some embodiments, users interact with a page, group, event, message board, feed, application, and/or user profile of a social-networking service provided by the social network system 108. Users of the social-networking service can annotate information posted by other users of the social-networking service (e.g., endorsing or “liking” a posting of another user, or commenting on a posting by another user). In some embodiments, information can be posted on a user's behalf by systems and/or services external to the social-network system 108. For example, the user may post a review of a movie to a movie-review website, and with proper permissions that website may cross-post the review to the social network system 108 on the user's behalf. In another example, a software application executing on a mobile client device, with proper permissions, may use global positioning system (GPS) or other geo-location capabilities (e.g., Wi-Fi or hybrid positioning systems) to determine the user's location and update the social network system 108 with the user's location (e.g., “At Home”, “At Work”, or “In San Francisco, Calif.”), and/or update the social network system 108 with information derived from and/or based on the user's location. Users interacting with the client devices 104-1, 104-2, . . . 104-n can also use the social-networking service provided by the social-network system 108 to define groups of users. Users interacting with the client devices 104-1, 104-2, . . . 104-n can also use the social-networking service provided by the social-network system 108 to communicate and collaborate with each other.
In some embodiments, the network architecture 100 also includes third-party servers 110-1, 110-2, . . . 110-m. In some embodiments, a given third-party server 110 is used to host third-party websites that provide web pages to client devices 104, either directly or in conjunction with the social-network system 108. In some embodiments, the social-network system 108 uses inline frames (“iframes”) to nest independent websites within a user's social network session. In some embodiments, a given third-party server is used to host third-party applications that are used by client devices 104, either directly or in conjunction with the social-network system 108. In some embodiments, the social-network system 108 uses iframes to enable third-party developers to create applications that are hosted separately by a third-party server 110, but operate within a social-networking session of a user 102 and are accessed through the user's profile in the social-network system 108. Exemplary third-party applications include applications for books, business, communication, contests, education, entertainment, fashion, finance, food and drink, games, health and fitness, lifestyle, local information, movies, television, music and audio, news, photos, video, productivity, reference material, security, shopping, sports, travel, utilities, and the like. In some embodiments, a given third-party server 110 is used to host enterprise systems, which are used by client devices 104, either directly or in conjunction with the social-network system 108. In some embodiments, a given third-party server 110 is used to provide third-party content (e.g., news articles, reviews, message feeds, etc.).
In some embodiments, a given third-party server 110 is a single computing device, while in other embodiments, a given third-party server 110 is implemented by multiple computing devices working together to perform the actions of a server system (e.g., cloud computing).
Memory 206 includes high-speed random-access memory, such as DRAM, SRAM, DDR RAM, or other random-access solid-state memory devices; and may include non-volatile memory, such as one or more magnetic disk storage devices, optical disk storage devices, flash memory devices, and/or other non-volatile solid-state storage devices. Memory 206 may optionally include one or more storage devices remotely located from the processor(s) 202. Memory 206, or alternately the non-volatile memory device(s) within memory 206, includes a non-transitory computer-readable storage medium. In some embodiments, memory 206 or the computer-readable storage medium of memory 206 stores the following programs, modules and data structures, or a subset or superset thereof:
The social network database 214 stores data associated with the social network in one or more types of databases, such as graph, dimensional, flat, hierarchical, network, object-oriented, relational, and/or XML databases.
In some embodiments, the social network database 214 includes a graph database, with entity information 216 represented as nodes in the graph database and connection information 220 represented as edges in the graph database. The graph database includes a plurality of nodes, as well as a plurality of edges that define connections between corresponding nodes. In some embodiments, the nodes and/or edges themselves are data objects that include the identifiers, attributes, and information for their corresponding entities, some of which are rendered at clients 104 on corresponding profile pages or other pages in the social-networking service. In some embodiments, the nodes also include pointers or references to other objects, data structures, or resources for use in rendering content in conjunction with the rendering of the pages corresponding to the respective nodes at clients 104.
Entity information 216 includes user information 218, such as user profiles, login information, privacy and other preferences, biographical data, and the like. In some embodiments, for a given user, the user information 218 includes the user's name, profile picture, contact information, birth date, sex, marital status, family status, employment, education background, preferences, interests, and/or other demographic information. Furthermore, in some embodiments, for a given user, the user information 218 includes the user's role with respect to a content item of content 222 (e.g., group administrator). In some embodiments, for a given user, the user information 218 includes statistics of the user with respect to the user's activity on a social network, such as the user's frequency of interaction with a content item (e.g., number of times and/or duration for which a social-media page is viewed).
In some embodiments, entity information 216 includes information about a physical location (e.g., a restaurant, theater, landmark, city, state, or country), real or intellectual property (e.g., a sculpture, painting, movie, game, song, idea/concept, photograph, or written work), a business, a group of people, and/or a group of businesses. In some embodiments, entity information 216 includes information about a resource, such as an audio file, a video file, a digital photo, a text file, a structured document (e.g., web page), or an application. In some embodiments, the resource is located in the social-network system 108 (e.g., in content 222) or on an external server, such as third-party server 110.
In some embodiments, connection information 220 includes information about the relationships between entities in the social network database 214. In some embodiments, connection information 220 includes information about edges that connect pairs of nodes in a graph database. In some embodiments, an edge connecting a pair of nodes represents a relationship between the pair of nodes.
In some embodiments, an edge includes or represents one or more data objects or attributes that correspond to the relationship between a pair of nodes. For example, when a first user indicates that a second user is a “friend” of the first user, the social-network system 108 transmits a “friend request” to the second user. If the second user confirms the “friend request,” the social-network system 108 creates and stores an edge connecting the first user's user node and the second user's user node in a graph database as connection information 220 that indicates that the first user and the second user are friends. In some embodiments, connection information 220 represents a friendship, a family relationship, a business or employment relationship, a fan relationship, a follower relationship, a visitor relationship, a subscriber relationship, a superior/subordinate relationship, a reciprocal relationship, a non-reciprocal relationship, another suitable type of relationship, or two or more such relationships.
In some embodiments, an edge between a user node and another entity node represents connection information about a particular action or activity performed by a user of the user node towards the other entity node. For example, a user may “like” or have “attended,” “played,” “listened,” “cooked,” “worked at,” or “watched” the entity at the other node. The page in the social-networking service that corresponds to the entity at the other node may include, for example, a selectable “like,” “check in,” or “add to favorites” icon. After the user clicks one of these icons, the social-network system 108 may create a “like” edge, “check in” edge, or a “favorites” edge in response to the corresponding user action. As another example, the user may listen to a particular song using a particular application (e.g., an online music application). In this case, the social-network system 108 may create a “listened” edge and a “used” edge between the user node that corresponds to the user and the entity nodes that correspond to the song and the application, respectively, to indicate that the user listened to the song and used the application. In addition, the social-network system 108 may create a “played” edge between the entity nodes that correspond to the song and the application to indicate that the particular song was played by the particular application.
In some embodiments, content 222 includes text (e.g., ASCII, SGML, HTML), images (e.g., jpeg, tif and gif), graphics (e.g., vector-based or bitmap), audio, video (e.g., mpeg), other multimedia, and/or combinations thereof. In some embodiments, content 222 includes executable code (e.g., games executable within a browser window or frame), podcasts, links, and the like.
In some embodiments, the social network server module 228 includes web or Hypertext Transfer Protocol (HTTP) servers, File Transfer Protocol (FTP) servers, as well as web pages and applications implemented using Common Gateway Interface (CGI) script, PHP Hyper-text Preprocessor (PHP), Active Server Pages (ASP), Hyper Text Markup Language (HTML), Extensible Markup Language (XML), Java, JavaScript, Asynchronous JavaScript and XML (AJAX), XHP, Javelin, Wireless Universal Resource File (WURFL), and the like.
In some embodiments, social network server module 228 provides and maintains content for social-media groups, pages, applications, and/or events.
In some embodiments, relevant content module 238 is configured to provide links to content categories 404 (e.g.,
Memory 306 includes high-speed random-access memory, such as DRAM, SRAM, DDR RAM or other random-access solid-state memory devices; and may include non-volatile memory, such as one or more magnetic disk storage devices, optical disk storage devices, flash memory devices, or other non-volatile solid-state storage devices. Memory 306 may optionally include one or more storage devices remotely located from the processor(s) 302. Memory 306, or alternately the non-volatile memory device(s) within memory 306, includes a non-transitory computer-readable storage medium. In some embodiments, memory 306 or the computer-readable storage medium of memory 306 stores the following programs, modules and data structures, or a subset or superset thereof:
Each of the above-identified modules and applications corresponds to a set of executable instructions for performing one or more functions as described above and/or in the methods described in this application (e.g., the computer-implemented methods and other information processing methods described herein). These modules (i.e., sets of instructions) need not be implemented as separate software programs, procedures or modules, and thus various subsets of these modules are, optionally, combined or otherwise re-arranged in various embodiments. In some embodiments, memory 206 and/or 306 store a subset of the modules and data structures identified above. Furthermore, memory 206 and/or 306 optionally store additional modules and data structures not described above.
Attention is now directed towards embodiments of graphical user interfaces (“GUIs”) and associated processes that may be implemented on a client device (e.g., the client device 104 in
The GUI 400 is an example of a GUI of an application (e.g., web browser, social-networking application for a smart phone, etc.) for accessing a social network (e.g., provided by social network system 108). The GUI 400 is specific to the user of the client device 104 on which the GUI 400 is displayed (e.g., user 102-1 of client device 104-1). As described above, in this example,
The GUI 400 includes user-interface elements which provide access to other sections or features of the social network when selected. In this example, “Feed” button 402-1 allows a user to access a general feed of the social network, “People” button 402-2 allows a user to access a list of friends of the user, “Messages” button 402-3 allows a user to access private messages sent and received by the user, “Notifications” button 402-4 allows a user to access notifications (e.g., updates) regarding content on the social network, and “More” button 402-5 allows a user to access and view (among other things) content categories and content items. (Instead of physical buttons, the buttons 402-1 through 402-5 may be respective user-interface elements on a screen, such as a touch-sensitive screen.) Here, the GUI 400 is accessed by selecting “More” button 402-5.
As shown, the GUI 400 also includes selectable user-interface elements (e.g., links) corresponding to content categories 404 and to content items 406 of the content categories. The content categories 404 include “Social Network Feed” 404-1, “Applications” 404-2, “Groups” 404-3, “Pages” 404-4, “Feeds” 404-5, “Places” 404-6, and “Events” 404-7. The content items 406 include “Group 05” 406-1, “Group 01” 406-2, “Group 02” 406-6, “Event 01” 406-7, “Event 02” 406-3, “Application 05” 406-4, and “Page 03” 406-5.
Content categories include respective types of content items with which users of a social-networking service can interact. For example, “Groups” content category 404-3 includes various social-media groups, formed by users of the social network, to which the user is subscribed (e.g., “Groups” content items correspond to a message board, group chat room, profile, etc. for a particular group of users). In some implementations, user-interface elements corresponding to content categories 404 are links, selection of which displays links to specific content items 406 in respective content categories. For example, selecting “Groups” content category 404-3 in
In the example shown, links to content categories 404 and content items 406 are also organized into sections 408 (e.g., “Favorites” section 408-1 in
“Favorites” section 408-1 (
“Relevant” section 408-2 (
A user may provide user feedback to adjust a relevance of a displayed content item 406. The user feedback may indicate interest or a lack of interest in a content item 406. For example, touch input 420-3(
Section 408-3 (
Selection of a displayed content category 404 (e.g., of a corresponding link from either “Favorites” section 408-1 or section 408-3) causes a list of associated content items 406 to be displayed. For example, “Group” content category 404-3 is selected in
Therefore, as shown in
The server system (e.g., social network system 108) receives (502) a first request for access to content items from a user device associated with a user (e.g., client device 104-1,
In response to the first request, the server sends (504) links to a plurality of content categories for display on the user device. The content categories include a plurality of content items. In some embodiments, content categories include (506) social-media groups, social-media pages, social-media events, social-media applications, and/or social-media feeds. Social-media groups include, for example, pages/spaces of a social-networking service where members of a group can communicate (e.g., message boards, group chat rooms, group profiles, etc.). Groups are formed by users of a social-networking service arbitrarily, by interest, or by any other characteristic shared by users of a group. Social-media pages include, for example, advertisements, profiles, walls, message boards, and/or web pages displaying content published by users or entities of a social-networking service. Social-media events include, for example, pages/spaces of a social-networking service created for organizing and/or notifying users of events (e.g., birthdays, birthday celebrations, parties, meetings, deadlines, anniversaries, etc.). Social-media applications include, for example, applications hosted by a social-networking service (e.g., social network system 108,
In some embodiments, a content category includes at least some of the same content items as another content category, while in other embodiments, a content category includes content items distinct from the content items of other content categories. In some embodiments, all content items are associated with a particular content category. In other embodiments, however, some content items are not associated with a particular content category. Content categories are not limited to those shown in
In some embodiments, sending (504) links to a plurality of content categories includes providing (508) the links to the plurality of content categories for display in a first section of a GUI shown on a display of the user device. For example, links to content categories 404-1 through 404-6, and nothing else, are provided for display in section 408-3 (
A first group of content items determined to be relevant to the user is identified (510) in accordance with one or more relevance criteria. The first group of content items includes a first subset of the plurality of content items in the content categories.
In some embodiments, identifying (510) a first group of relevant content items includes identifying (512) an upcoming event with an event time (e.g., start time, end time, specific date/time, specific range of dates/times, etc.) within a specified time period with respect to a time of the first request (e.g., events beginning within a specified number of hours, days, weeks, etc., from the time of the first request). As an example, referring to
In some embodiments, identifying (510) a first group of relevant content items includes identifying (514) an upcoming event, of a plurality of upcoming events, with an event time closest to a time of the first request. In an example, a first event has a start time at 10:00 PM and a second event has a start time at 11:00 PM. If the first request is sent or received at 8:00 PM on the same day as the first and second events, a group of relevant content items includes at least (or only) the content item corresponding to the first event (10:00 PM start time), since it is closest to the time of the first request.
In some embodiments, identifying (510) a first group of relevant content items includes identifying (516) a social-media page that the user administers (e.g., for which the user has an administrator role and/or administrative privileges).
In some embodiments, the number of content items in the first group of content items is based on (518) an activity level of the user (e.g., time spent using the social-networking service), and/or a type of the user device. For example, in
In some embodiments, identifying (510) the first group of relevant content items includes identifying (520) a content item, of the plurality of content items, for which the user has satisfied (e.g., exceeded, or equaled or exceeded) a threshold number of interactions. Interactions with respect to a content item include, for example, instances in which a user has viewed or accessed the content item, or provided content in, for, or with respect to the content item (e.g., posting a message, commenting, providing user feedback, liking, etc.). In some embodiments, the threshold number of interactions is a total number of interactions measured over a predefined period of time (e.g., number of accesses within the past week or other period of time preceding the first request). Alternatively, the threshold number of interactions is an average number of interactions measured over a predefined period of time (e.g., average number of accesses per day). For example, referring to
Referring now to
The temporal proximity of a content item to a request is measured as the difference in time between an event time (e.g., start time, end time, specific date/time, specific range of dates/times, etc.) and the time at which the first request is sent or received. The temporal proximity of a content item generally serves as a measure of how soon an event will occur. Related examples are provided above with respect to operations 512 and 514 (e.g., identifying an upcoming event with an event time within a specified time period, and identifying an upcoming event with an event time closest to a time of the first request).
The role of the user with respect to a content item is based on a user's privileges for administrating (e.g., social-media group/page administrator) and/or managing the content item (e.g., event creator, organizer, collaborator, etc.). For example, referring to
The interaction frequency of the user with a content item is based on, for example, a number of interactions (total or average) with respect to the content item, and/or a duration for which a user interacts with the content item. As described above with respect to operation 520, in some embodiments, interactions with respect to a content item include instances in which a user has viewed or accessed the content item (e.g., accessing a social-media page), and/or provided content in, for, or with respect to the content item (e.g., posting a message, commenting, providing user feedback, liking, etc.). In some embodiments, determining a relevance of a content item includes determining whether a user has satisfied (e.g., exceeded, or equaled or exceeded) a threshold duration of interaction with respect to the content item. For example, referring to
In some embodiments, relevance criteria include how recent activity detected with respect to a content item (e.g., updates to an event, recent posts made to a group/page by the user or other users, etc.) is. For example, as shown in
Furthermore, in some embodiments, determining (522) a respective relevance based on one or more relevance criteria includes determining (524) a respective relevance score. In some implementations, the relevance score of a content item indicates a degree of relevance of the content item (e.g., a high score indicates that a content item is particularly relevant to the user, while a low score indicates that a content item is less relevant to the user, or vice-versa). The relevance score is based on at least one of a temporal score (526) based on the temporal proximity of the content item to the request, a role score (528) based on the role of the user with respect to the content item (e.g., the degree of the user's privileges, such as whether the user is an administrator), or an interaction score (530) based on the interaction frequency of the user with respect to the content item.
In some implementations, the respective relevance score for a content item is a sum of a respective temporal score, role score, and/or interaction score of the content item. Furthermore, in some implementations, the respective relevance score for a content item is a weighted sum of a respective temporal score, role score, and interaction score of the content item, with the temporal score, role score, and interaction score having respective weights.
In some embodiments, each content item of the first subset of the plurality of content items has a respective relevance score satisfying (532) (e.g., exceeding, or equaling or exceeding) a relevance threshold. For example, content items 406-1 through 406-7 in
In some embodiments, the first group of content items is ordered (534) based on the respective relevance scores of the content items. In some embodiments, the first group of content items is displayed in order of decreasing relevance score (i.e., the content item with the highest relevance score is displayed at the top of “Relevant” section 408-2, while the content item with the lowest relevance score is displayed at the bottom of “Relevant” section 408-2, where a higher score indicates a higher relevance). For example, as shown in
Referring now to
In some embodiments, the relevance of a first content item of the first group of relevant content items is adjusted in accordance with user feedback. Generally, user feedback provides an implicit or explicit indication of whether a user is interested in a content item and/or agrees that the content item is relevant. In some implementations, implicit user feedback includes an interaction frequency with respect to a content item of the identified first group, automatically measured and determined after the first group has been identified and/or links to the first group are sent. For example, an implicit indication of whether a user is interested in the content item and/or agrees that the content item is relevant is based on the frequency with which, and/or the duration for which, a user interacts with the content item after the first group is identified and links are sent (e.g., the number of times the content item is viewed, how long the content item is viewed, etc.). In some implementations, explicit user feedback includes a user input indicating an interest or lack of interest in, and/or a relevance or irrelevance of, a content item of the identified first group. For example, the user selects a user-interface element indicating interest or a lack of interest, performs a swipe gesture with touch input 420-3 (
Referring now to
A second group of content items determined to be relevant to the user is identified (544) in accordance with the one or more relevance criteria and the adjusted relevance of the first content item. The second group of content items includes a second subset of the plurality of content items. Because the user feedback indicated user interest in the first content item, the second subset of the plurality of content items includes (546) the first content item. Optionally, the second group of content items is ordered (548) in accordance with the one or more relevance criteria and the adjusted relevance of the first content item, wherein the first content item has a higher position in the second group than in the first group.
Thus, for example, if a user provides user feedback indicating an interest in a content item of the identified first group of relevant content items, a second group of relevant content items is identified, which includes the content item that the user indicated an interest in at a position higher than its previous position in the first group. Accordingly, the social-networking service is able to better identify and display a group of relevant content items by considering user feedback.
After identifying (544) the second group of content items determined to be relevant to the user, links to the second group of content items are sent (550) for display on the user device in place of the links to the first group of content items.
Referring now to
In some implementations, the second subset of the plurality of content items includes (558) the first content item. Optionally, the second group of content items is ordered (560) in accordance with the one or more relevance criteria and the adjusted relevance of the first content item, wherein the first content item has a lower position in the second group than in the first group.
Thus, for example, if a user provides user feedback indicating a lack of interest in a content item of the identified first group of relevant content items (e.g., swipe gesture 420-3 indicating lack of user interest,
Alternatively, in some implementations, the first content item is omitted (562) from the second group of content items (i.e., the content item which the user indicated a lack of interest in is not included in a subsequent group of relevant content items).
After identifying (556) the second group of content items determined to be relevant to the user, links to the second group of content items are sent (564) for display on the user device in place of the links to the first group of content items.
In some embodiments, a second request for access to content items is received from the user device after receipt of the user feedback. In some implementations, identifying the second group of content items determined to be relevant to the user (operation 544 or 556) is performed in response to the second request. Furthermore, in some implementations, sending the links to the second group of content items for display on the user device (operation 550 or 564) is performed in response to the second request. Links to the plurality of content categories may also be sent in response to the second request. Alternatively, in some embodiments, the second request is triggered by the user feedback. Various other examples of triggering the second request are described above with respect to the first request (e.g., selecting “More” button 402-5, launching/executing the social-networking application, selecting a refresh button, etc.).
For situations in which the systems discussed above collect information about users, the users may be provided with an opportunity to opt in/out of programs or features that may collect personal information (e.g., information about a user's preferences or a user's contributions to social content providers). In addition, in some embodiments, certain data may be anonymized in one or more ways before it is stored or used, so that personally identifiable information is removed. For example, a user's identity may be anonymized so that the personally identifiable information cannot be determined for or associated with the user, and so that user preferences or user interactions are generalized (for example, generalized based on user demographics) rather than associated with a particular user.
Although some of various drawings illustrate a number of logical stages in a particular order, stages which are not order dependent may be reordered and other stages may be combined or broken out. Furthermore, in some embodiments, some stages may be performed in parallel and/or simultaneously with other stages (e.g., operations 503 in
The foregoing description, for purpose of explanation, has been described with reference to specific embodiments. However, the illustrative discussions above are not intended to be exhaustive or to limit the scope of the claims to the precise forms disclosed. Many modifications and variations are possible in view of the above teachings. The embodiments were chosen in order to best explain the principles underlying the claims and their practical applications, to thereby enable others skilled in the art to best use the embodiments with various modifications as are suited to the particular uses contemplated.
This application is a continuation of U.S. patent application Ser. No. 14/580,058, filed Dec. 22, 2014, entitled “Methods and Systems for Accessing Relevant Content,” which is incorporated by reference herein in its entirety.
| Number | Name | Date | Kind |
|---|---|---|---|
| 6252597 | Lokuge | Jun 2001 | B1 |
| 7941491 | Sood | May 2011 | B2 |
| 8893024 | Wanas | Nov 2014 | B2 |
| 8954427 | Silber | Feb 2015 | B2 |
| 8972391 | McDonnell | Mar 2015 | B1 |
| 9129027 | Hamedi | Sep 2015 | B1 |
| 9715493 | Papadopoullos et al. | Jul 2017 | B2 |
| 20040133342 | Banker | Jul 2004 | A1 |
| 20070073690 | Boal | Mar 2007 | A1 |
| 20100114908 | Chand et al. | May 2010 | A1 |
| 20110289011 | Hull et al. | Nov 2011 | A1 |
| 20120023390 | Howes et al. | Jan 2012 | A1 |
| 20120158720 | Luan et al. | Jun 2012 | A1 |
| 20120166433 | Tseng | Jun 2012 | A1 |
| 20120166530 | Tseng | Jun 2012 | A1 |
| 20130224718 | Woodward | Aug 2013 | A1 |
| 20140006930 | Hollis et al. | Jan 2014 | A1 |
| 20140180798 | Bailey et al. | Jun 2014 | A1 |
| 20150058324 | Kauwe | Feb 2015 | A1 |
| 20160299980 | Saini | Oct 2016 | A1 |
| Entry |
|---|
| De Napoli Ferreira, Office Action, U.S. Appl. No. 14/580,058, dated Jan. 25, 2017, 11 pgs. |
| De Napoli Ferreira, Final Office Action, U.S. Appl. No. 14/580,058, dated Jun. 13, 2017, 12 pgs. |
| De Napoli Ferreira, Office Action, U.S. Appl. No. 14/580,058, dated Nov. 13, 2017, 15 pgs. |
| De Napoli Ferreira, Notice of Allowance, U.S. Appl. No. 14/580,058, dated May 14, 2018, 9 pgs. |
| Number | Date | Country | |
|---|---|---|---|
| 20180332086 A1 | Nov 2018 | US |
| Number | Date | Country | |
|---|---|---|---|
| Parent | 14580058 | Dec 2014 | US |
| Child | 16041615 | US |
