Abstract: Disclosed are a framework and method for selecting an anomaly detection method for each of a plurality of class of time series based on characteristics a time series example that represents an expected form of data. The method provides classification of a given time series into one of known classes based on expected properties of the time series, filtering the set of possible detection methods based on the time series class, evaluating the remaining detection methods on the given time series using the specific evaluation metric and selecting and returning a recommended anomaly detection method based on the specific evaluation metric.

Abstract: Aspects described herein may relate to a transaction exchange platform using a streaming data platform (SDP) and microservices to process transactions according to review and approval workflows. The transaction exchange platform may receive transactions from origination sources, which may be added to the SDP as transaction objects. Microservices on the transaction exchange platform may interact with the transaction objects based on configured workflows associated with the transactions. Processing on the transaction exchange platform may facilitate clearing and settlement of transactions. Some aspects may provide for dynamic and flexible reconfiguration of workflows and/or microservices. Other aspects may provide for data snapshots and workflow tracking, allowing for monitoring, quality control, and auditability of transactions on the transaction exchange platform.

Abstract: Aspects described herein may relate to a transaction exchange platform using a streaming data platform (SDP) and microservices to process transactions according to review and approval workflows. The transaction exchange platform may receive transactions from origination sources, which may be added to the SDP as transaction objects. Microservices on the transaction exchange platform may interact with the transaction objects based on configured workflows associated with the transactions. Processing on the transaction exchange platform may facilitate clearing and settlement of transactions. Some aspects may provide for dynamic and flexible reconfiguration of workflows and/or microservices. Other aspects may provide for data snapshots and workflow tracking, allowing for monitoring, quality control, and auditability of transactions on the transaction exchange platform.

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for providing contextual information for a displayed resource that includes an image. In one aspect, a method includes providing, by a user device to a contextual information server, a query-independent request for contextual information relevant to an active resource displayed in an application environment on the user device, wherein the request specifies content of the active resource and further specifies that the active resource displayed on the user device includes an image, but does not include the image in the request, receiving a request for the image from the contextual information server, providing the image to the contextual information server, receiving a user interface element that includes contextual information regarding the image, and displaying the user interface element on the user device with the active resource.

Abstract: Embodiments of the present invention are directed toward systems, methods, and computer storage media for using a neural network language model to identify semantic relationships between file storage specifications for replication requests. By treating file storage specifications (or at least a portion thereof) as “words” in the language model, replication vectors can be determined based on the file storage specifications. Instead of determining the relationship of the file storage specifications based on ordering within a document, the relationship can be based on proximity of the replication requests in a replication session. When a replication request is received from a user, the replication vectors can be used to determine a semantic similarity between the received replication request and one or more additional replication requests.

Abstract: A method for editing content of a content management system (CMS) includes providing an editor application that provides an interface for composing a content page in the CMS. The content page is associated with a plurality of content components referenced in the content page which are further arranged in accordance with a logical hierarchy defined for the content page. A graphical tree view is displayable via the interface, and presents content components in accordance with the logical hierarchy, wherein each of said content components is selectable via the graphical tree view. An editing view in the interface is responsive to selection of one of the content components from the graphical tree view, and provides access to editing fields related to the selected content component. The editing view presented maintains a correlation to a relationship position of the selected content component in the logical hierarchy.

Abstract: Embodiments of the present disclosure may provide a dynamic query execution model with fault tolerance and failure recovery techniques. Embodiments of the present disclosure may utilize checkpoints to map processed output files to their corresponding input files. Therefore, if an error occurs in processing one or more files, the system may only need to reschedule processing of selected file(s).

Abstract: Techniques for implementing unsupervised universal anomaly detection for situation handling are disclosed. In some example embodiments, a computer-implemented method comprises detecting an anomaly in a new data point that has corresponding manifestation values for variable categories based on a restriction index for the corresponding manifestation value for at least one of the variable categories in the new data point, and causing a notification of the anomaly in the new data point to be displayed on a computing device based on the detecting of the anomaly. The restriction index for the corresponding manifestation value for the at least one of the variable categories in the new data point may be calculated for the corresponding manifestation value for each other variable category in the plurality of variable categories based on a manifestation space value and a prediction space value that are based on historical data points.

Abstract: A process for rendering a user interface for editing content of a content management system (CMS), includes: providing, over a network through a browser of a client device the user interface, the user interface is configured for editing a content page in the CMS; presenting a graphical tree view in the user interface that presents content components, wherein the graphical tree view of the content page provides a parallel structure to content presentation of a website page that implements API calls to the CMS for accessing content edited for the content page; and presenting an editing view in the user interface responsive to selection of one of said plurality of content components from the graphical tree view; wherein the editing view presented maintains a correlation to a relationship position of the selected content component in the logical hierarchy defined for the content page.

Abstract: Brokering log records so as to prevent log records that are not yet persisted in a persistent log from being disseminated. The log records may be generated as a primary compute system performs operations. Upon receiving a request for a log record, the broker component determines whether the requested log record has been persisted in a persistent log. If the broker component determines that the log record has been persisted in the persistent log, the broker component responds to the request by causing the requested log record to be provided to the requesting entity (e.g., a secondary compute system). On the other hand, if the log record cannot yet determine that the log record has been persisted in the persistent log, the broker component prevents the log record from being provided to the requesting entity. This prevents data from being inconsistent during recovery.

Abstract: Embodiments of the present disclosure relate to flattening hierarchal database records using inverted indexing. Other embodiments may be described and/or claimed.

Abstract: An analytics system can include a display on which a plurality of images are shown, and an analytics application communicably coupled to the display. The analytics application can receive a question and hypotheses from a user using the display. The analytics application can also generate queries using a natural language module, and send the queries to a plurality of data sources. The analytics application can further receive data from the data sources in response to the queries, and evaluate the data to generate evaluated data. The analytics application can also present the evaluated data, and receive a selection of at least one data item of the evaluated data. The analytics application can further convert the at least one data item into evidence, receive a selection of the evidence applied to a hypothesis, and evaluate the hypothesis. The analytics application can also present an assessment that the hypothesis answers the question.

Abstract: A machine learning (ML) based automated search system receives an entity information document including a plurality of entities and identifies new entities that are similar to the plurality of entities which are not included in the entity information document via automated searches. Entity intelligence reports are generated for the plurality of entities which are further used to extract search terms. The search terms are used for executing automatic searches for documents with relevant portions. The documents are further analyzed to identify other, new entities which are not included in the entity information document. Entity intelligence reports including information regarding the new entities are also generated. Significant attributes are determined for the entities. The significant attributes are further employed in ranking the new entities so that top ranked new entities are identified. Alerts can be generated based on the information regarding the new entities.

Abstract: Indices or data structures used by an enterprise search system are stored across heterogenous storage devices. One or more characteristics associated with a data structure and one or more characteristics associated with a search query operator supported by the data structure are considered when determining which storage device should store each data structure.

Abstract: Provided is a method for sorting a number of samples into an appropriate number of clusters according to their characteristics. Highly-correlated peaks are extracted from mass spectrum data obtained for the samples (S2). Using the extracted peaks, highly-correlated sample pairs are extracted (S3). While removing samples having low degrees of correlation, highly-correlated sample pairs are integrated to form core clusters (S4). Using singular peaks characterizing each core cluster, two or more core clusters are integrated to form clusters (S5-S7). These clusters include mixed clusters in which two or more clusters are mixed. Member determination formulae are created based on the singular peaks of each cluster (S8-S12). All samples, including those which have been excluded from the cluster determination process, are classified into clusters based on the member determination formulae (S14). The member determination formulae can also be used to assign a new sample to one of the cluster.

Abstract: According to one or more embodiments of the present invention a computer-implemented method includes receiving a transaction-data for a transaction that occurs in a particular time-interval. The method further includes comparing a set of parameters from the transaction-data with a performance profile associated with the particular time-interval. The method further includes based on determining that the transaction is a deviant transaction, forwarding the transaction-data to a first data collector. The method further includes based on determining that the transaction is a conventional transaction, forwarding the transaction-data to a second data collector.

Abstract: Transmission handling of analytics query response includes a search head, in a data intake and query system, receiving a query from an analytics system. The search head distributes at least a portion of the query to at least one indexer for processing the query. The at least one indexer transmits, bypassing the search head, and to the analytics system, events matching the query. The search head receives from the at least one indexer, data regarding the events, and sends the data regarding the events to the analytics system.

Abstract: The present disclosure proposes a method and an apparatus for generating data based on query content, wherein the method comprises: establishing a first corresponding relationship between the query content and basic information of predetermined data in a database; establishing a second corresponding relationship between a functional attribute of the predetermined data and a destination attribute of the query content; and generating target data according to the first corresponding relationship and the second corresponding relationship. In the present disclosure, corresponding relationships are respectively established according to the query content and the basic information and functional attribute of the predetermined data, and target data are generated according to the corresponding relationships. In this way, data are provided for a user according to the user's requirements at higher accuracy, which not only can enhance efficiency of providing data, but also can increase use experience for the user.

Abstract: Methods, apparatus, systems and articles of manufacture to partition a database are disclosed. An example apparatus includes a dimension identifier to identify at least two dimensioning values associated with a received query, the query including unstructured data to be written to a database. A partition manager is to select a partition into which data is to be written based on the at least two dimensioning values. At least one of the at least two dimensioning values being a variant of unstructured data associated with the query. A partition creator is to, in response to the selected partition not existing in the database, create the selected partition. A data writer is to write the data to the selected partition.

Abstract: A method and apparatus for performing actions of a graph-based activity on a subset of an entity-relationship database, wherein the database has entity instances related by relationship instances. Each relationship instance is associated with a relationship type. Each relationship type has associated metadata. Method steps include identifying an entity instance in the entity-relationship database upon which the action is to be performed, performing the action, determining one or more entity instances related to the identified entity instance, and for each determined entity instance, determining the relationship type of the relationship instance relating the determined entity instance to the identified entity instance, and determining, based upon the metadata associated with the relationship type, whether the action is to be performed on the determined entity instance, and repeating the method steps for each entity instance for which it is determined that the action is to be performed on that instance.