Abstract: The information processing apparatus (2000) of the example embodiment 1 includes an acquisition unit (2020), a clustering unit (2040), a transformation unit (2060) and modeling unit (2080). Until a predetermined termination condition is determined, the clustering unit (2040) repeatedly preforms: 1) optimizing the posterior parameters for clustering assignment for each data streams; 2) optimizes the posterior parameters for each determined cluster and for each time frame; 3) optimizes the posterior parameters for individual responses for each data stream; 4) optimizes the posterior parameters for latent states, via approximating the observation model through non-conjugate inference. The transformation unit (2060) transforms the latent states into parameters of the observation model, through a transformation function. The modeling unit (2060) generates the model data, which including all the optimized parameters of all the model latent variables, optimized inside the clustering unit (2040).

Abstract: Extensions to add functionality to an extensible computing technology development tool are identified based at least in part on whether they support a media type that is associated with a file being opened in the development tool. The extensible tool may be a software development tool or a hardware development tool. Complex recommendation mechanisms in the form of collaborative filtering, user preference history content-based filtering, and demographic profile-based recommendations, are avoided, thereby making recommendation actions faster and less resource-intensive. Users have discretion as to how often a tool extension marketplace is searched, and discretion as to how much detail is shown in presenting the search results.

Abstract: Technologies for flexible tree-based lookups include an network device that receives a network packet. The network device classifies the network packet to determine a packet type and extracts multiple fields from the network packet to generate a field vector. The fields are selected based on the packet type. The field vector includes words that are associated with the fields. The network device builds a tree representation of the field vector. The tree representation includes a leaf node corresponding to each word of the field vector and one or more root nodes. The network device executes an iterative lookup over the tree representation and, if matching, may perform an action associated with the iterative lookup. To execute the lookup, the network device may determine whether a search key for each node exactly matches a search rule, up to a root node. Other embodiments are described and claimed.

Abstract: The present disclosure provides an artificial intelligence-based triple checking method and apparatus, a device and a storage medium. The method comprises: generating a search query according to a triple to be checked; obtaining webpages of search result corresponding to the query; determining a confidence score of the triple according to the webpages of search result; determining whether the triple is an accurate triple according to the confidence score. The solution of the present disclosure can be employed to achieve efficient check of the triple.

Abstract: The disclosure provides a network path determination module, a method of determining a network path, and a non-transitory storage medium which stores computer readable instruction to execute functions related to the method of determining a network path. In an aspect, the network path determination module includes not limited to: a first port; a non-transitory storage medium; and a processor coupled to the non-transitory storage medium, configured at least to: receive, through the first port, a requested generated by a detected data flow to create a forwarding entry in a network node for the data flow; retrieve a current network topology and a network status; select a network path based on the current network topology and the network status; generate a network control instruction based on the network path which has been selected; and execute the network control instruction to forward the data flow on the network path.

Abstract: Embodiments of the present invention provide improved techniques for determining long term relevance and user behavior using query chains. The query chains may first be detected and then annotated into different types of chains based at least in part on various decision rules, machine-learned classifiers, and inter-query relationships. The query chains may then be subsequently used to train models for predicting user behavior and providing more relevant results to a user's queries. A content provider system according to various embodiments may aggregate historical data associated with previous search and/or transaction data, which may be analyzed to detect query chains, for example, whether queries are chained to each other. Determining whether queries are chained to each other may involve incorporating decision rules and reformulation models, analyzing temporal windows between queries, and/or analyzing inter-query relationships.

Abstract: Change notify responses can be utilized to inform a remote computer that a file or directory that is being monitored has changed. A change notify response can include a path name to the file or directory being referenced. In some examples, a cache of path names can be maintained in a user space of a server implementing change notify responses. When a module that generates a change notify response does generate such a response, the module can first access the cache to determine if the relevant path name is located in the cache. Where the relevant path name is not located in the cache, the module can obtain the path name from kernel space and store it in the cache.

Abstract: A document management apparatus includes a memory that stores document data in which confidential information is concealed, and a display controller that, in searching the document data according to an input search condition, displays a location where the confidential information is concealed in the document data when the document data stored in the memory and including the confidential data included in the input search condition is displayed as a search result.

Abstract: A computer implemented method, apparatus, and computer program are provided. The method is under control of one or more processors configured with executable instructions. The method detects, at a wireless activity (WLA) tracking apparatus, wireless activity of a mobile device in a proximity of a local wireless environment. The method automatically generates a WLA timestamp associated with the detecting the wireless activity of the mobile device and utilizes one or more of the wireless activity and WLA timestamp to identify one or more of a security device and a segment of security data collected by the security device.

Abstract: A moment engine is arranged to characterize and/or determine relationships between items, such as a wine, or moments, such as an event, emotional experience and/or an activity. Characteristics for the items or moments may be used to define how the items or moments relate to a two-dimensional grid, e.g., to allow the items or moments to be displayed on an X-Y grid. Relationships between items and/or moments can be determined based on the item/moment characterization on the X-Y grid, e.g., to allow for the recommendation of an item for a particular moment, or the recommendation of a moment for a particular item.

Abstract: A system and method are disclosed to facilitate automated database system workload classification. A utilization metrics data source may contain utilization metrics vectors associated with workloads of the database system. A variational autoencoder may receive utilization metrics vectors from the utilization metrics data source and encode the utilization metrics vectors into latent vector features. Moreover, the variational autoencoder may be trained to generate appropriate distributions around the latent vector features. A synthetic workload creation platform receives information about the distributions around the latent vector features and samples different values from the distributions to create synthetic workload vectors. A workload classification platform, trained using the synthetic workload vectors, may then generate workload classification labels for workloads running on the database system (e.g., to tune database parameters as appropriate).

Abstract: A computer-implemented method for storing documents in a centralized database system based on geographical data localization includes receiving, by a database manager, a request to update a document according to a data localization criterion, the document stored in a local storage device of the centralized database system. The method further includes determining, by the database manager, a geographical location for a local copy of the document based on an attribute of the document matching the localization criterion. The method further includes creating, by the database manager, a remote copy of the document on a storage device that is physically located in the geographical location. The method further includes modifying, by the database manager, the local copy of the document to include a location information of the remote copy.

Abstract: In one aspect, a method includes receiving a query, identifying search results in response to the query, grouping the search results into one or more clusters, identifying similarities across the one or more clusters, determining a related topic associated with the query based on the similarities of the one or more clusters, determining a categories associated with the query, identifying supplemental information based on the related topic and the category, and providing the search results and the supplemental information for display in response to the query.

Abstract: A serverless data processing architecture may be a high-velocity, cost-efficient and massively scalable log ingest application and event parser that may act as the intermediary between data collection and data analysis and may handle the receipt and parsing of incoming event data generated by collector and sensor applications. The log analytics data science portion of an ingest process may determine if arbitrarily structured log data is anomalous and/or security relevant via single event or multievent algorithms. There are numerous applications for both the single and multi-event log analytics platforms. Any application involving reliably finding anomalous pieces of semi-structured or unstructured text data may provide potential use cases. These processes may be particularly widely applicable because these processes are agnostic to and require no prior knowledge of the structure of the data.

Abstract: Methods, apparatus, systems and articles of manufacture for automatic database failover in a master-replica replication configuration are disclosed. An example node within a database system having a plurality of nodes, includes an agent to select a first database operated at one of the plurality of nodes to function as a master database in a master-replica replication configuration. The agent is to cause the selected database to be configured as the master database. The agent is to configure a first reverse proxy of the node. The first reverse proxy is to receive a query from a load balancer and forward the query to the master database based on the configuration.

Abstract: Embodiments of the present invention provide a method, system and computer program product for the automated merger of content in progeny of a primary file in a version control system. In one embodiment of the invention, the method can include establishing different segments of content in a primary file in a merger tool executing in memory by a processor of a host computer and associating each of the segments with a classification corresponding to a particular merger rule selected from amongst different merger rules. The method also can include parsing content in different progeny of the primary file and identifying changes in a parsed portion of the progeny corresponding to a specific one of the segments of the primary file. Finally, the method can include applying to the identified changes a merger rule corresponding to a classification associated with the specific one of the segments.

Abstract: A document management apparatus includes a first memory that stores a first search index generated for confidential information included in document data, a second memory that stores a second search index generated for non-confidential information other than the confidential information, a third memory that stores the document data including the confidential information concealed therewithin, and a controller that searches the document data by switching between the first search index and the second search index depending on a right of a user, and outputs a search result.

Abstract: Techniques are disclosed herein for providing a custom search engine. In one aspect, a first search query is received from a requestor. First search results contain search result items that match the first search query are Obtained. A least one sub-query is generated from the first search results. The generating is based on rules for a particular custom search engine. Second search results that match the sub-query are then obtained. A search result set is formed from a corpus that includes the first search results and the second search results. The generating of the search result set is based on the rules for the particular custom search engine. The search result set is provided to the requestor. In one aspect an interface for designing a custom search engine is provided. The interface allows the designer to specify the layout of a search results page.

Abstract: A search system configured to determine, according to a facet hierarchy definition, a facet hierarchy for a set of search results, the facet hierarchy comprising a plurality of facet topics represented by a set of search results. The search is further configured to generate a search user interface comprising a facet hierarchy interface configured to display a representation of the facet hierarchy in conjunction with results from a set of results, update the search results display to display faceted search results and update the facet hierarchy interface to display, in conjunction with the faceted search results, a control to allow a user to select a search facet topic where the search facet topic is a facet topic from the facet hierarchy that is not represented in the faceted search results.

Abstract: A method for generating a search index, applicable for a database system having a first database and a second database, includes the follow steps: receiving an access instruction corresponding to a first document, analyzing the first document to obtain a plurality of key character strings, writing the first document into the first database or the second database based on the access instruction and generating address information corresponding to the first document accordingly, and generating a search index corresponding to the first document based on the address information and the key character strings.