Abstract: Techniques are provided for determining predicted results for entities based on relatedness of the entities in a graph of nodes. In an embodiment, the graph of nodes is generated based on the determined relatedness of the entities. A node in the graph of nodes represents an entity, and nodes representing entities with known results are assigned those results as their respective node values. The assigned node values are then propagated between the neighboring nodes throughout the graph of nodes in the amount determined by the relatedness of the nodes. Based on the propagation, node values for entities with unknown results are determined and represent the predicted results for those entities. Additionally, various classifiers may be combined with the propagated node values to increase the accuracy of the predicted results.

Abstract: Techniques are provided for integrating source code analysis tools with a code review tool. A user submits a code change to the code review tool and one or more code analysis tools are automatically initiated to analyze the changed code. Results of the code analysis tool(s) are automatically provided back to the code review tool. Additionally or alternatively, one or more tests are automatically run to test one or more executables that are based on the changed code. Results of the test(s) are automatically provided to the code review tool. In this way, an effect of a code change is automatically determined and available for review along with the code change. The results of any code analysis tools and/or tests may be posted synchronously or asynchronously with the corresponding code change.

Abstract: Disclosed in some examples are systems, machine readable mediums and methods which automate testing of web-based application code by automatically generating test harnesses based on a specified configuration and test script, hosting the test harness, causing the test harness to be run to test the code, and delivering the test results to the user. In some examples, the specified conditions may specify one or more test environments corresponding to an execution environment. This allows users greater flexibility in support of testing libraries and support of testing environments. The end users of the software under test will be provided software that is better tested for many different environments.

Abstract: Techniques are provided for mocking downstream services while regression testing a service. In one technique a version of a service processes a request, during which one or more computers intercept downstream service calls made by the version of the service. For each downstream service call of the downstream calls, a computer provides, to the version of the service, a response of the downstream service call, which was previously recorded while processing the request in a production environment. Processing, by the version of the service, the request involves processing the request based on the response of at least one of the downstream service calls.

Abstract: For each of a group of nodes including a node corresponding to a first member and a plurality of nodes corresponding to members with which the first member is directly connected in a social graph, a plurality of reputation scores may be calculated for a node in the social graph, and the plurality of reputation scores for the node may be averaged into an importance score for the node. A keyness score for each of the plurality of nodes corresponding to members with which the first member is directly connected in the social graph can be calculated, the keyness score for each of the plurality of nodes being based on a connection strength for a connection between the node and the node corresponding to the first member and based on the importance score for the node. The keyness scores may be selected, averaged, and saved as a social capital score.

Abstract: A system and method for virally growing a social network. The social network system receives a member account sign-up message for a first social network from a first member. The social network system then posts a member sign-up notification to the first member's event wall on a second social network; wherein the first member has one or more social contacts through the second social network. For at least a second respective member in the one or more social contacts, the social network system posts a personalized invitation message as a comment to the member sign-up notification on the first member's event wall, wherein the comment is initially hidden from all members other than the second respective member of the one or more member contacts.

Abstract: Techniques for enhancing a mufti-tasking user interface of an operating system are disclosed. An update data item pertaining to an application placed in the background on the device is received. An update image is generated to include information pertaining to the update data item. The update image is incorporated into a multitasking user interface of the operating system such that the update image is presented to a user and the user may view the information pertaining to the update data item before choosing whether to bring the application to the foreground.

Abstract: Techniques for presenting a personalized member profile page to a viewer are described. A highlight module can receive a request to view a profile page of a member in a social network. The highlight module can access viewer data of a viewer associated with the request, and access member data of the member. Additionally, the highlight module can determine a plurality of member attributes relevant to the viewer based on the viewer data, the plurality of member attributes being derived from the member data. Furthermore, the highlight module can calculate an overall score for a member attribute in the plurality of member attributes based on the viewer data and the member data. Subsequently, a profile generation module can cause a presentation, on a display of a device, of the member attribute on the profile page, when the overall score of the member attribute is higher than a predetermined threshold value.

Abstract: A method of sharing recruiting data between business units of an organization is disclosed. It is determined that a first business unit has a contract to use a first set of resources of a social-networking system to manage a first set of profiles. It is determined that a second business unit has a contract to use a second set of resources to manage a second set of profiles. It is determined that the first entity used the first set of resources to create a private data item and to associate the private data item with a profile of the first set of profiles. It is determined that the profile of the first set of profiles and a profile of the second set of profiles correspond to the same person. The second entity is provided with access to the private data item, but not control of the first set of resources.

Abstract: To detect potentially malicious behavior or fraud, online environments maintain counts of a variety of data items received via a webpage or an application. A bucket scheme to track and retrieve these counts is described. The bucket system maintains a rolling count over a period of time. The bucket system comprises three different tiers, each containing buckets corresponding to different periods of time. When a new data item is received, one bucket in each tier is updated. The bucket is updated by generating a bucket address and initiating or incrementing a counter counting the number of times the data item was received. To retrieve the count over a specified period of time, the counters in a plurality of the buckets are read and aggregated.

Abstract: Techniques for identifying and presenting member profiles similar to a source member profile are described. With some embodiments, a general recommendation engine is used to extract features from member profiles, and then store the extracted features, including any computed, derived or retrieved profile features, in an enhanced member profile. In real-time, the general recommendation engine processes client requests to identify member profiles similar to a source member profile by comparing select profile features stored in the enhanced member profile with corresponding profile features of the source member profile, where the comparison results in several similarity sub-scores that are then combined in accordance with directives set forth in a configuration file. Finally, the member profiles with the highest similarity scores corresponding with the user-selected member profile are selected, and in some instances, presented to a user.

Abstract: The present disclosure relates to methods and systems for clustering individual items of web content, and then utilizing activity and profile data to both select clusters of content items for presentation to a user, and determining how the selected clusters of content items are presented to the user of an online social network service. With some embodiments, the activity data are derived by monitoring and detection interactions with the individual items of web content by an individual user, or other users with whom the individual user is related, as established via, and defined by, the social network service.

Abstract: A method for a computer system includes receiving a first user communication, determining a first group of users, determining a target number of users, determining whether the first group of users includes the target number of users, and if not, providing the communication to the first group of users, determining a hierarchal mapping of groups of users in response to user memberships, determining a second group of users from the hierarchal mapping, determining a plurality of social network relationship factors for the second group of users with respect to the first user, and providing the communication to at least a subset of users in the second group of users in response to the first plurality of social network relationship factors.

Abstract: Systems and methods providing users with a rich web experience are disclosed. In one embodiment, a client and at least one server are in communication using a dual communication link. In another embodiment, a markup language based instant messaging application is disclosed. The instant messaging application may include group instant messaging. The instant messaging application may also provide group member persistence and message persistence at the server. In another embodiment, a card based web application is disclosed, where the card information and character may be shared with other users or within a group. The cards may also be configurable by users.

Abstract: A system, method, and apparatus are provided for distributing a content item toward target recipients solely via first degree connections (e.g., in a professional network, in a social network). For a selected content item and identified target recipients of the item, when a user initiates a message to forward or otherwise convey the content item, one or more schemes are applied to select and automatically populate the message with suitable addressees. In one scheme, values are computed for each neighbor of the sender, to indicate the value of delivering the item to that neighbor; the message is automatically addressed to the highest-value neighbors. In another scheme, user communities that encompass the target recipients are identified and the message is automatically addressed to neighbors that are best able to disseminate the item throughout a community. In another scheme a minimal set of neighbors having connections to all target recipients is identified.

Abstract: A navigation system and method are described. A destination may be determined for a user. A starting location may be determined for the user using data obtained via a mobile device of the user. The user may be enabled to establish a route from the starting location to the destination using the mobile device. Route information that details the established route may be stored in a database for subsequent display to other users. In some embodiments, a value total for each user may be stored, and value may be added to the user's value total in response to the user establishing the route from the starting location to the destination.

Abstract: Techniques for inferring a professional reputation for a member of an online social networking service are described. A recommendation graph is generated from professional recommendations submitted by members of the online social networking service for other members of the online social networking service. Using the generated recommendation graph, a reputation model is trained to learn a respective importance for each respective feature of a set of features of electronic profiles on the online social networking service. A professional reputation of a member of the online social networking service is estimated by applying the trained reputation model to a feature vector of the electronic profile of the member, producing a score representing the professional reputation of the member.

Abstract: Example communication systems and methods are described. In one implementation, a method receives a message from a message server and identifies a network link contained in the received message. The network link is associated with shareable content. The received message is modified to indicate, to a user of a client device, an option to share the network link with at least on recipient. The modified message is then communicated to the client device.

Abstract: A system and method for detecting encoding errors in a template used to generate a Web page. The template is analyzed using static analysis in a source code format, without rendering the Web page. A report can be generated including details on the detected errors and provide options on how to address the errors.

Abstract: In an embodiment, a method and system for responding to receipt of an identifier of a first member having an account in an online social network is disclosed herein. One or more members connected to the first member are determined based on a same web browser identifier associated with each of the first member and the one or more members. There is caused to be displayed one or more graphical elements, such as a first graphical element visually depicting a connection between the first member to each of the respective one or more members and a second graphical element visually depicting account information and account access information of the first member and the one or more members.

Abstract: Sensitive user information management system and method. In accordance with some embodiments of the subject innovations, a RESTful “custodial” web service is provided to online service applications of an online service for storing and retrieving sensitive user information. More particularly, the custodial web service offers an operational interface to the online service applications accessible over a data network. The operational interface comprises two operations: STORE and RETRIEVE. The STORE operation allows an online service application to store sensitive user information with the custodial web service. The RETRIEVE operation allows the online service application to later retrieve the sensitive user information from the custodial web service. The custodial web service also ensures that received sensitive user information is cryptographically encrypted when in the custody of the web service.

Abstract: A system, method, and apparatus are provided for identifying an ideal or target network of a member of a professional network or social network, or one or more characteristics of such a network. Based on a type of the member, one or more attributes of a profile of the member, and/or one or more goals of the member, characteristics may be identified that support achievement of those goals or that promote more effective use of the professional network or social network by the member. By way of illustration, an ideal or target user network of a member seeking to improve her future job opportunities may include a minimum number of connections to members employed by different organizations, while an ideal or target user network of a member seeking a mentor may include a maximum number of connections to members holding senior positions within the member's industry or functional area.

Abstract: Methods and systems of navigating between a mobile application and a mobile browser are described. In some embodiments, it is determined that an action has been performed within a mobile application on a mobile device to launch a mobile browser on the mobile device. An identifier for the mobile application is then registered with an operating system of the mobile device, and a navigation element of the mobile browser is associated with the registered identifier. The mobile application can then be re-launched in response to receiving an indication of a selection of the navigation element within the mobile browser. In some embodiments, the identifier is a uniform resource identifier (URI). In some embodiments, associating the navigation element of the mobile browser with the registered identifier comprises modifying a browser history of the mobile browser. In some embodiments, the navigation element is a selectable back button.

Abstract: A social networking server receives a request from a member of an organization to configure a targeted update for the organization. The targeted update may be intended for a particular group of members of a social network service. The social networking server may provide various follower dimensions to associate with the targeted update, where each of the follower dimensions include one or more selectable attributes. When the social networking server receives a request for an organization's webpage from a member of the social network service, the social networking server may compare member attributes of a member profile associated with the member with the follower dimension attributes associated with the targeted update. The social networking server may provide the targeted update for display with the webpage of the organization based on the member attributes satisfying at least one follower dimension attribute associated with the targeted update.

Abstract: Systems and methods are disclosed that recommend one or more electronic presentations to a user based on one or more factors. These factors may include contextual information, behavioral information, profile information, or combinations of the foregoing. Contextual information may include content and/or features extracted from a given electronic presentation. Behavioral information may include user behavioral data, such as the number of times a user has viewed a presentation, the amount of the presentation viewed by the user, presentations previously viewed by the user, and other such behavioral data. Profile information may include user professional profile information, such as skills the user has identified as possessing, employment history information, and other such user professional profile information.

Abstract: Apparatus and methods are provided for indexing electronic content to be served to users' mobile and/or stationary communications and computing devices. An index is composed of multiple slices, with each slice storing multiple entries and each entry representing one content item or one campaign or collection of content items. An entry is populated with tokens representing attribute/value pairs of a target audience of the content item and/or property/value pairs of the item or the item's campaign. A query or request to identify content items for serving to a particular user is similarly formatted with tokens representing attribute/value pairs of the user and/or item/campaign. Queries can then be executed rapidly across any or all index entries in any or all slices. Within a slice, entries may be sorted by value or score, and integer components within an individual entry may be sorted to facilitate rapid comparison with a query.

Abstract: A system and method for rearranging search operators of a search query are disclosed. In some example embodiments, a first initial search query is received from a first user. The first initial search query comprises at least one search operator and at least one search term. A first rewritten search query is generated based on the first initial search query. The generating of the first rewritten search query comprises rewriting at least one optional search operator in the first initial search query using at least one required search operator and at least one exclusion search operator in response to a determination that the first initial search query comprises the at least one optional search operator and does not comprise any required search operators. A first set of search results is generated for the first rewritten search query and caused to be presented to the first user.

Abstract: A business networking system receives a user a first search query that includes search criteria. The system executes the first search query to retrieve information relating to members of the business networking system based on the search criteria and to retrieve additional information relating to one or more facet values of the business networking system based on the search criteria and a scoring of a relevance of the facet values to the user. The system then executes a second search query using the one or more retrieved facet values to determine a count of documents that satisfy the search criteria and that include the one or more facet values. The system selects a portion of the facet values for transmission to the user, and displays on a user device the information relating to the members, the one or more facet values, and the counts for the one or more facet values.

Abstract: A system, method, and apparatus are provided for disambiguating organization names. Selected names that are shared among multiple organizations may or may not be categorized or characterized (e.g., by industry, by size, by reach). As content items are received (e.g., news stories, magazine articles, social media content), occurrences of the selected names are identified. Each item that includes at least one name is processed to determine which of the multiple entities that have the name (if any) is the organization referenced or mentioned in the item. The same model may be applied to disambiguate all names or, depending on the name's categorization, different models or procedures may be applied to disambiguate the name.

Abstract: A system, computer-readable storage medium, and computer-implemented method for creating a crowdsourced content publication. Layout information defining a layout of elements of a crowdsourced content publication is received. Contribution privilege information identifying a group of users of a social networking service as contributors to the crowdsourced content publication is received. The group of users may belong to a common organization as defined by a social graph maintained by the social networking service. Content criteria information specifying one or more criteria for selection of content included in the crowdsourced content publication is then received. The layout information, contribution privilege information, and content criteria information are then processed to generate a template for the crowdsourced content publication.

Abstract: A system, method, and apparatus are provided for disambiguating personal names. Selected names that are shared among multiple people are categorized or characterized as either famous or non-famous and, if non-famous, are also designated as common or uncommon. As content items are received (e.g., news stories, magazine articles, social media content), occurrences of the selected names are identified. Each item that includes at least one name is then processed to determine which of the multiple people that have the name (if any) is the person referenced in the item. Depending on the name's categorization (e.g., famous, non-famous and common, non-famous and uncommon), different models or procedures may be applied to disambiguate the occurrence of the name.

Abstract: Techniques for generating, storing, and using service call graphs are provided. In one technique, trace data items generated by different services are correlated to generate a service call graph. Trace data indicates when certain services are called and their respective latencies as a result of a client request. A service call graph may reflect a single trace or multiple traces over a particular period of time. A service call graph may be analyzed to inform administrators of a web site how a web application and the services it relies on are performing. A service call graph may be used to determine whether there are sufficient resources to support a projected increase in traffic to a web application. A service call graph may be used to estimate a cost of a web application. Multiple service call graphs may be compared to determine one or more root causes of a performance problem.

Abstract: In an example embodiment, an indication is received via a user interface in a first mobile device to begin recording live video on the first mobile device. Then the recording of live video is begun by the first mobile device in response to the receiving of the indication. The live video is displayed in the user interface as it is being recorded. A gesture by a user of the first mobile device is detected. In response to the detection of the gesture, the broadcasting of the live video as it is being recorded to a plurality of mobile devices other than the first mobile device is begun. Then, in the user interface along with the live video, identifications of a plurality of users corresponding to the plurality of mobile device other than the first mobile device to which the live video is being broadcast are displayed.

Abstract: Disclosed in some examples is a method of providing a bookmarking service on a social networking service, the method including receiving, over a network, an indication that a member of the social networking service interacted with an item of content; associating the item of content with a skill using a computer processor; and storing an indication in a storage device that the member interacted with the item of content and the skill associated with the item of content.

Abstract: A system and method for personalized search user searcher features may include obtaining a search term from a member of a social network at a user device via the network interface. An initial result may be generated based on the search term, including a first group of content items from a social network and stored in a content database, the content items including member profiles of members of the social network. Each of the content items of the first group may be ranked based on information indicative of interactions from an activity database with the content items of the first group, the interactions being by at least a second user of the social network different than the first user. A second group of the content items may be displayed, including at least some of the first group of the content items, based on the rank of the first group of the content items.

Abstract: Aspects of the present disclosure relate to a self-healing job executor pool. A server detects that a job executing on an executor failed. The server determines, based on at least one factor from a predetermined set of executor-related factors, that the job executing on the executor failed due to a state of the executor. The server adjusts, in response to determining that the job executing on the executor failed due to the state of the executor, the state of the executor to a known good state, where the known good state is selected from a stored set of known good states.

Abstract: A prioritizing entity prioritizes external contacts using a social network and determines people at the external contact who may influence execution of a given matter. The prioritizing entity also prioritizes internal resources with respect to the prioritized external contacts based on social proximity to people at the external contact, also by using the social network. The prioritizing entity assigns a prioritized internal resource to a prioritized external contact. Prioritizing external contacts includes ranking the external contacts based on an estimate of the amounts individual external contacts could spend on a given matter. Prioritizing internal resources includes determining explicit connections and inferred connections with people at the external contact, using the social network.

Abstract: A system and method for storing and analyzing a plurality of presentation events and giving suggestions for improvements are disclosed. A server system stores a plurality of presentation events, wherein each presentation event is associated with a particular live presentation of a pre-established presentation. The server system generates pattern data for a respective pre-established presentation and receives a notification that a live presentation for the respective pre-established presentation from a control device. In response to receiving notification that a new presentation event is scheduled to begin the server system generates one or more presentation content recommendations, based on the identified pattern data.

Abstract: A system and method for personalized search based on similarity may include obtaining a search term. An initial result based on the search term and including a first group of content items as stored in a content database may be generated. Each of the content items of the first group may be ranked based, at least in part, on similarity scores, each of the similarity scores individually based on a first member profile relative to individual ones of second member profiles to which an activity related to a content item of the first group corresponds. The user device may display a second group of the content items, including at least some of the first group of the content items, according to the rank of the first group of the content items.

Abstract: Techniques are provided to allow users of a social network to have multilingual profiles (or profiles in second languages that are different than the users' native, or original, profile languages). In one technique, a translation model is applied to one or more data items (in a first language) in a user's profile to generate translated data items in a second language. The translated data items are displayed to the user (or an online social “friend” of the user) and the user is allowed to select one of the translated data items to include in the user's “second language” profile. The selection may then be used to improve the translation model.

Abstract: A system and method for personalized search based on searcher interest may include obtaining a search term from a member of a social network at a user device via the network interface. An initial result may be generated based on the search term, including a first group of content items from a social network and stored in a content database, the content items including member profiles of members of the social network. Each of the content items of the first group may be ranked based on information from an activity database, the activity database storing the information related to the social network, the activities including interactions with search results that include ones of the member profiles. A second group of the content items may be displayed, including at least some of the first group of the content items, based on the rank of the first group of the content items.

Abstract: A system for visualizing the reach of a post by a member of an on-line social networking system may be designed to increase awareness of the members, as to which degree their posted updates are noticed and reacted to by other members. When a member creates a post, either through the on-line social networking website itself or through an application programming interface (API) that allows to include a share user interface (UI) control on a third web party site, the system monitors events associated with the post, collects statistics with respect to the monitored events and uses this data to generate a visualization of the reach of that post. Example visualization provides the creator of the post a sense of how many other members interacted with the post.

Abstract: Systems and methods for pairing electronic devices are provided. In an example embodiment, first motion capture data corresponding to a physical user motion is received from a first device. Second motion capture data corresponding to the physical user motion is received from a second device. Features are extracted from the first motion capture data and the second motion capture data. An association between the first device and the second device is determined based on a comparison of the extracted features. In response to identifying the association between the first and second device, a communicative coupling between the first device and the second device is initiated.

Abstract: Techniques are provided for minimizing latency due to garbage collection in a distributed system. Time data is stored at a computing device. The time data indicates when each of multiple computing nodes (e.g., servers) in the distributed system might be performing (or is scheduled to perform) a garbage collection operation. The computing device receives a first request and, in response, determines, based on the time data, one or more computing nodes to process a second (e.g., related) request, which may contain identical content as in the first request. The second request is sent to the one or more computing nodes.

Abstract: A method and system to suggest keywords to a social network member is described. A suggested keywords system, in one example embodiment, examines phrases that appear in profiles maintained by the on-line social networking system that are similar to the target profile and identifies those words and phrases that are most prominent in these profiles, utilizing discriminative strength values. These most prominent words and phrases may be presented to the target member as suggested keywords to be included in the member's professional summary.

Abstract: A network update interface is presented to a user on a network to display network updates from other users of a mutual social-networking site. The network updates shared by the other users are gathered in a stream and supplied to a facet-filtering system including a network update interface. The user controls the display of certain network update items according to facet-filter characteristics enabled in facet-filter selection panels in the network update interface. The facet-filter characteristics are used by a facet filter to select certain network updates for display to the user in the network update interface. Trending links to further articles with content corresponding to the facet-filter characteristics are displayed to the user according to greatest popularity among the other users. Links to the profiles of the users sharing the articles are also provided in the network update interface.

Abstract: A method of storing data items included in an email message for access by a user in conjunction with an accessing by the user of a profile of a member of the social-networking system is disclosed. An email message from an additional user of a social-networking system is received by the user of the social-networking system. A data item included in the email message is identified upon which a correspondence between the data item included in the email message and a profile of a member of the social-networking system may be determined. An additional data item included in the email message is stored such that the additional data item is accessible by the user of the social-networking system in conjunction with an accessing by the user of the profile of the member.

Abstract: In order to perform system-capability testing, an application in an application layer may provide predefined system capabilities and/or requirements of or associated with the application to a communication plugin in a data-link layer, such as availability of communication via a network and/or a latency of the network less than a predefined value. In response, the communication plugin may determine feedback information that specifies whether the predefined system capabilities are available and whether the predefined requirements are satisfied. Then, the communication plugin may provide the feedback information to the application. When the feedback information indicates that a system capability is unavailable, remedial action may be performed. For example, the remedial action may include updating a version of the application, updating a version of the communication plugin, and/or updating a path to a location in a network.

Abstract: A system, method, and apparatus are provided for using distinctive signals associated with an electronic device to authenticate or validate a cookie or other identifier issued to the device from a website or other source. When the device receives content (e.g., a web page) from the source, it also receives code for collecting the signals, which is executed when the content is rendered. The device transmits the signals to the source or other specified destination, where they may be processed (e.g., hashed) and retained. Upon subsequent access to content from the source, signals are again collected, transmitted to the source, and compared with those that were previously retained. If the current signals do not match the retained signals, the current device may be spoofing the valid/original device, and the source may take appropriate action (e.g., prevent some activity, require further authentication). Matching may be performed online and/or offline.