Abstract: Systems, methods, and non-transitory computer-readable media can obtain a plurality of input signals describing user activity associated with a plurality of entities. A respective amount of surge in user activity with each of the plurality of entities can be determined based on the plurality of input signals. The plurality of entities can be ranked based on their surges in user activity. Information describing one or more of the ranked entities can be provided as recommendations to one or more users.

Abstract: Machine learning model development and optimization tools are provided that ensure performance validation and data sufficiency for regulatory approval. According to an embodiment, a computer implemented method can comprise training a machine learning model to perform an inferencing task on an initial set of data samples included in a sample population. In various embodiments, the model can include a medical AI model. The method further comprises determining, by the system, subgroup performance measures for subgroups of the data samples respectively associated with different metadata factors, wherein the subgroup performance measures reflect performance accuracy of the machine learning model with respect to the subgroups. The method further comprises determining, by the system, whether the machine learning model meets an acceptable level of performance for deployment in a field environment based on whether the subgroup performance measures respectively satisfy a threshold subgroup performance measure.

Abstract: This disclosure describes systems and methods for employing interlinking multiple independent and separately-scalable blockchains to create globally verifiable unique identifiers. The disclosed systems and methods facilitate the creation of the globally verifiable unique identifiers to a level of scalability unattainable without employing the underlying two-dimensional blockchain structure, metadata, and cryptographic information stored on the blockchain. Moreover, the system avoids collisions and name conflicts among the globally verifiable unique identifiers, supports post-creation verification of the globally verifiable unique identifiers, and provides a variety of ancillary functions using the globally verifiable unique identifiers.

Abstract: Method, apparatus and computer program product for detecting vulnerability in an industrial control system, predicting maintenance in an industrial control system, and defining authorization rules for peripheral devices based on peripheral device categorization are described herein.

Abstract: The subject technology receives information associated with a machine learning model. The subject technology determines a set of metrics based at least in part on the information associated with the machine learning model, where the set of metrics corresponds to respective indicators of performance of the machine learning model based on input data from a data set, the set of metrics further including a number of errors produced by the machine learning model when applied to the input data from the data set. Further, the subject technology displays a user interface based at least in part on the set of metrics, where the user interface includes a set of graphical elements, and the set of graphical elements further includes representations of the set of metrics, and representations of the input data from the data set utilized by the machine learning model.

Abstract: Aspects of the disclosure relate to a machine learning based identification and classification of database commands. A computing platform may retrieve, by a computing device and from a first database of a plurality of databases, a database command. Subsequently, the computing platform may identify, by the computing device and for the database command and based on a machine learning model, one or more database commands from the plurality of databases, wherein the one or more database commands perform operations similar to the database command. Then, the computing platform may determine, by the computing device and for the database command, a security score indicative of a level of vulnerability associated with the database command. Subsequently, the computing platform may provide, via an interactive graphical user interface, the database command and the security score.

Abstract: Method, apparatus and computer program product for detecting vulnerability and predicting maintenance in an industrial control system are described herein.

Abstract: In some embodiments, a device determines a current context of a plurality of terms, in accordance with a determination that the current context is a first context, selects one or more terms in the plurality of terms based on a first word list as actionable terms, and in accordance with a determination that the current context is a second context, different from the first context, selects one or more terms in the plurality of terms as actionable terms based on a second word list, different from the first word list. In some embodiments, the device displays the plurality of terms, wherein one or more of the actionable terms are visually distinguished from other terms. In some embodiments, a device obtains related content associated with the actionable terms, and after obtaining the related content, concurrently displays a representation of the related content along with the plurality of terms.

Abstract: In an approach to longevity management of social network data, a computer detects a posting of a social artifact by a first user of a social network. A computer stores the social artifact with associated identification information. A computer stores activity associated with the social artifact by one or more other users. A computer detects a status change in an account associated with the first user, wherein the status change indicates the first user is not active in the social network. In response to detecting the status change, a computer determines a second user from the one or more other users to which to transfer the social artifact based on the social artifact, the associated identification information, and the activity associated with the social artifact by the one or more other users. A computer transfers the social artifact to an account associated with the second user on the social network.

Abstract: A method of managing alerts in a client instance associated with a configuration management database (CMDB) platform is disclosed. The method includes: receiving a request identifying a particular CI and a particular alert; identifying related CIs from a plurality of CIs associated with the client instance based on the particular CI and the particular alert; identifying alerts, incidents (INTs), changes (CHGs), and problems (PRBs) of the client instance that are associated with either the particular CI or the related CIs; determining frequency data for the alerts, INTs, CHGs, and PRBs associated with the particular CIs and frequency data for the alerts, INTs, CHGs, and PRBs associated with the related CIs; and sending a response that includes the frequency data for the alerts, INTs, CHGs, and PRBs associated with the particular CIs to be presented alongside the frequency data for the alerts, INTs, CHGs, PRBs associated with the related CIs.

Abstract: Techniques of implementing partition level operations with concurrent activities are disclosed. A first operation can be performed on a first partition of a table of data. The first partition can be one of a plurality of partitions of the table, where each partition has a plurality of rows. A first partition level lock can be applied to the first partition for a period in which the first operation is being performed on the first partition, thereby preventing any operation other than the first operation from being performed on the first partition during the period the first partition level lock is being applied to the first partition. A second operation can be performed on a second partition of the table at a point in time during which the first operation is being performed on the first partition.

Abstract: Storing, building, managing, and controlling consumer personal information, including: building at least one level of personal information according to a standard; storing the personal information on a consumer rights locker; defining a scope of access under terms of a consumer to control access to the consumer rights locker; transmitting a plurality of parameters needed to access the consumer rights locker; receiving a request to access the consumer rights locker and the plurality of parameters; comparing the plurality of parameters to the scope of access; and granting access to the consumer rights locker when it is determined that the request is valid, wherein the request is valid when the plurality of parameters includes an access right that is consistent with information in the scope of access. Keywords include consumer rights locker and personal information.

Abstract: According to some aspects, a database system is provided. The database system may include at least one processor configured to execute a plurality of system components. The plurality of system components may include an interface component configured to receive a read commit command and provide a result, a snapshot component configured to generate a plurality of snapshots of data stored in a first data storage node of a plurality of data storage nodes and identify a committed snapshot representative of data that has been replicated on a majority of the plurality of data storage nodes, and a command processing component configured to read the committed snapshot responsive to receipt of the read commit command and generate the result.

Abstract: An information recommendation method and a related device. The method includes: receiving first recommended information recommended by a server in a first time period, the first recommended information being information associated with a first type of information associated with viewed information of a user with a viewed amount not less than a first threshold and determined according to a first behavior record of the user; receiving second recommended information recommended by the server in a second time period; and receiving third recommended information recommended by the server in a third time period, the third recommended information being information associated with a second type of information associated with second viewed information of the user with a second viewed amount not less than a second threshold and determined according to a second behavior record of the user.

Abstract: A computer system having one or more processors and memory storing one or more programs for execution by the one or more processors is described. The computer system displays at least a portion of the respective document, and while displaying at least the portion of the respective document, receives a request for document operation labels. The document operation labels correspond to respective document operations. In response to receiving the request for document operation labels, the computer system selects a plurality of document operation labels at least in accordance with user data and user-interface data corresponding to a respective user of the computer system, and provides the plurality of document operation labels for display to the respective user.

Abstract: A method, computer system, and a computer program product for matching one or more users is provided. The present invention may include collecting a user's information. The present invention may include determining that there is an overlap between the user's information and information contained within a knowledge base. The present invention may include ranking one or more matches of the user. The present invention may include displaying the ranked one or more matches to the user. The present invention may include collecting feedback from the user.

Abstract: The present invention relates generally to messaging platforms, and relates more particularly to data storage such that random sampling can be accomplished in real-time in messaging platforms. Aspects of the present invention include storing a bipartite graph with associations of two node types. The graph can be stored as a power law graph. The graph can be used to provide real-time content recommendations in a messaging platform. The content recommendations can be provided using random sampling of the node types stored in the graph.

Abstract: A rate service that combines reactions to individual user's social media inputs and the inputs is provided. The rate service determines user's rate of social media activity. The rate may be determined by weighting different dimensions of actions action-specifically.

Abstract: Techniques are disclosed for providing personalized pages. An example methodology implementing the techniques includes, displaying, by a computing device, a plurality of elements in a page and monitoring interaction with the displayed page. The method also includes, responsive to determining a topic based on the interaction with the plurality of elements in the displayed page, identifying one or more files related to the identified topic and providing an element on the page, the element configured to provide access to one of the identified one or more files in response to an input received on the element. The element may be provided in a file zone in the displayed page.

Abstract: A computer server system and method are disclosed for personalization and customizable filtering of network search results and search result rankings, such as for Internet searching.