Abstract: Methods, systems, and media for presenting recommended content based on social cues are provided. In accordance with some embodiments, a method for presenting recommended content is provided comprising: receiving a query associated with a user; generating a list of relevant media content items based on the query; selecting items for presentation to the user based on social relevance scores based on social connections of the user that have consumed a relevant item and contextual relevance scores for each item; causing the selected items to be presented to the user; and indicating that a particular item was consumed by a particular social connection.

Abstract: Systems and methods are disclosed for determining compatibility based on one or more social values by receiving a request for the alignment of values between a user and an entity; determining values associated with the user and the entity; for each value, determining the alignment between the user value and the entity value; and generating a composite compatibility rank, the alignment score, between the user and the entity.

Abstract: Techniques for processing queries are provided. In one approach, an execution plan for a query includes multiple sub-plans, one or more of which are selected at runtime while one or more other sub-plans are not executed during execution of the execution plan. In another approach, data about misestimate is generated and stored persistently for subsequent queries. In another approach, statistics for a database object are generated automatically and efficiently while the database object is created or data items are added thereto. In another approach, a hybrid histogram is created that includes a feature of frequency histograms and a feature of height-balanced histograms. In another approach, computer jobs are executed in such a way to avoid deadlock. In another approach, changes to a database object trigger a hard parse of a query even though an execution plan already exists for the query.

Abstract: Heartbeat consensus forming for the state of a digital ledger built upon a blockchain to provide users with the ability to securely, accurately, and verifiably share state information between distrustful parties is provided herein. The digital ledger is hosted in a networked environment, accessible by multiple parties. Heartbeat transactions allow clients, who are not in direct communication with one another and may distrust one another, to verify the integrity of the digital ledger via consensus. The consensus is readily verifiable by each client on its own machine and allows the ledger to be recovered to an agreed-to state in the event of a fault initiated by a client or the host of the ledger, whether malicious or otherwise. The digital ledger is freely movable to different hosts in the event of a fault.

Abstract: Various approaches for accelerating data access to a computer memory and predicate evaluation includes storing, in the computer memory, (i) base data as multiple base columns, (ii) multiple sketched columns each corresponding to a base column in the base data and having smaller code values compared thereto, and (iii) a compression map for mapping one or more base columns to the corresponding sketched column; applying the compression map to a query having a predicate; determining data on the sketched column that satisfies the predicate; and evaluating the predicate based at least in part on the determined data on the sketched column without accessing the base column in the base data.

Abstract: A system includes a processor and a memory storing multiple records in a key-value data structure and processor executable instructions for managing access to records in the key-value data structure. The instructions are executable to perform operations including managing a shared atomic epoch counter and thread epoch counters, determining a maximal safe epoch as a function of the shared atomic epoch counter and the thread epoch counters, maintaining a drain list of trigger actions, and triggering the trigger actions in the drain list as a function of an update of the shared atomic epoch counter and the maximal safe epoch.

Abstract: Methods and apparatus are provided for automatically transcoding media files. An exemplary method comprises obtaining an input media file having an input file format and encoded with a codec of a first type; automatically determining output media file formats for transcoding the input media file based on statistics of previously transcoded files and statistics of trending media formats for previously downloaded files; transcoding the input media file into transcoded output media files using a codec of a second type to obtain the determined output media file formats; and generating metadata for each of said plurality of transcoded output media files, wherein said metadata is stored in memory as a media catalogue separately from said one or more transcoded output media files.

Abstract: Unique systems, methods, techniques and apparatuses of industrial control system file synchronization are disclosed herein. One exemplary embodiment is an industrial control system comprising an industrial controller and a first and second computing device. The second computing device includes a second non-transitory memory device structured to store both a file set and synchronization instructions, and includes a processing device configured to execute the synchronization instructions so as to classify a subset of files from the second file set by identifying files transferred to the second computing device from the industrial controller, classify a sub-subset of files from the subset of file using a set of synchronization rules, classify a set of synchronization files from the sub-subset of files, and transfer the set of synchronization files from the second computing device to the first computing device.

Abstract: Among other things, embodiments of the present disclosure can help improve the functionality of virtual assistant (VA) systems by determining filtering criteria that applies to inputs received by the system, and storing information associated with the inputs (and controlling access to such information by different users of the VA system) in accordance with the filtering criteria.

Abstract: Provided is a search system which is configured to search for a registered vector being similar to an input vector among a plurality of registered vectors, on the basis of a degree of similarity between an input vector and a registered vector. The search system includes a partial similarity calculation unit that calculates a degree of partial similarity which is the degree of similarity concerning some of one or more dimensions of the input vector and the registered vector, a limit calculation unit that calculates, on the basis of the degree of partial similarity, an upper limit of the degree of similarity that is expected when the degree of similarity is calculated, and a rejection decision unit that decides, on the basis of the upper limit of the degree of similarity, whether or not to reject the registered vector from a candidate for a search result.

Abstract: A method and system including at least one application, wherein a data storage is associated with each application; a de-duplication module; a de-duplication processor in communication with the de-duplication module and operative to execute processor-executable process steps to cause the system to: receive a data storage for each of the at least one application, wherein a first data storage and a second data storage include a same record or the one data storage includes two or more of the same record; separate the records into a key portion and a data portion; assign an internal key to each record, wherein the internal key is stored in both the key portion and the data portion for that record; calculate a golden record including golden record values; assign a golden record internal key to the golden record; replace each internal key in the key portion with the golden record internal key; and remove the data portion of each data record where the internal key in the data portion is different from the internal k

Abstract: Methods, systems, and computer-readable storage mediums for standardizing node field-value pairs of node profiles generated using electronic activities across multiple entities are described. In one aspect, the system can access, for a node profile of an entity, data points linked to the node profile. The system may determine a seniority value and a department value using the data points. The system may generate a normalized job title value by combining the seniority value and the department value using a title formatting policy specifying a format in which to combine to the seniority value and the department value. The normalized job title value may identify the seniority and department of entity. The system may store an association between the node profile and the normalized job title value in one or more data structures.

Abstract: Systems and methods are provided for providing an interface for accessing a data analysis workbook through which data can be accessed and manipulated using a plurality of programming languages and application programming interfaces (APIs). Input data on which one or more data transformations are to be performed within the data analysis workbook can be accessed, wherein the input data corresponds to a first object representation of a dataset, and wherein the one or more data transformations require the dataset to be a different, second object representation of the dataset. The second object representation of the dataset can be extracted from the first object representation of the dataset through a first language delegate that manages data associated with the first object representation. The one or more data transformations can be applied to the extracted second object representation of the dataset through a different, second language delegate that manages data associated with the second object representation.

Abstract: Techniques for processing queries are provided. In one approach, an execution plan for a query includes multiple sub-plans, one or more of which are selected at runtime while one or more other sub-plans are not executed during execution of the execution plan. In another approach, data about misestimate is generated and stored persistently for subsequent queries. In another approach, statistics for a database object are generated automatically and efficiently while the database object is created or data items are added thereto. In another approach, a hybrid histogram is created that includes a feature of frequency histograms and a feature of height-balanced histograms. In another approach, computer jobs are executed in such a way to avoid deadlock. In another approach, changes to a database object trigger a hard parse of a query even though an execution plan already exists for the query.

Abstract: Techniques for database multiplexing. Within a group of two or more logical databases, each having a plurality of database nodes, the group of logical databases being part of a multitenant database environment that stores data for multiple client entities each identified by a tenant identifier (ID) having one of one or more users associated with the tenant ID, wherein users of each of multiple client entities can only access data identified by a tenant ID associated with the respective client entity, and wherein the multitenant database is a hosted database provided by an entity separate from the client entities, and provides on-demand database service to the client entities, the tenant ID is used to determine a mapping between the tenant ID and one of the plurality of logical databases.

Abstract: A regenerated container file is detected, and a file in the regenerated container file is determined that is different from any file in an existing container file related to the regenerated container file. To store the regenerated container file, the different file is sent to the data storage for storing.

Abstract: Embodiments of the disclosure provide systems and methods for detecting and providing warnings of potential data loss on termination of a client application of a cloud-based storage system. According to one embodiment, an attempt to log out or otherwise terminate the cloud services client application can be detected and local files at risk of losing data can be identified. A warning can then be presented to the user. For example, a warning can be presented on a display of the client device identifying local files at risk of data loss for various reasons such as those files that are still open by an application, files that are in the process of, but not yet finished, being synchronized, and files that cannot be synchronized. The user can then be given the option to continue or can cancel the termination and attempt to remedy the situation(s) creating the risk of data loss.

Abstract: A content staging system includes a content engine structured to receive content including a plurality of dataset elements from a content source, determine whether a content amount of the received content exceeds a memory capacity threshold, and auto-switch between memory and a file system during content processing based on the content amount. The content staging system includes a processing engine communicably coupled to the content engine. The processing engine is structured to receive the content including a plurality of dataset elements, and transform the plurality of dataset elements based on a source agnostic file definition format. The source agnostic file definition format supports content encryption, track a field of the plurality of dataset elements, or a combination thereof.

Abstract: A method is used in managing content searches in computing environments. The method receives, by a repository, a search phrase to retrieve content associated with the search phrase, and identifies at least one content related to the search phrase. The method modifies a metadata description associated with the content according to the search phrase. The method returns the content and the modified metadata description.

Abstract: Systems and methods for low latency materialized information provision are disclosed. For example, a system may include at least one memory storing instructions and one or more processors configured to execute the instructions to perform operations. The operations may include receiving, via a materialization service, data from multiple sources related to an item associated with a webpage hosted by a server. The data may include first event data sourced from a real-time feed and second event data sourced from stored data. Operations may include generating synchronized data based on the first and second event data. Operations may include receiving a request from the web server for information related to the item, the request being associated with a user segment. Operations may include identifying data to aggregate to fulfill the request, generating a data structure gathering synchronized data using the data structure, and forwarding the gathered synchronized data to the server.