Abstract: A device may receive, in near-real time, unstructured data associated with an application or a system, and may extract textual data from the unstructured data. The device may parse the textual data to generate parsed textual data, and may perform natural language processing on the parsed textual data to generate processed textual data. The device may process the processed textual data, with a clustering model, to identify topical data associated with the processed textual data, and may process the topical data, with a classification model, to group the topical data into categories. The device may generate a knowledge graph based on the categories, and may store the knowledge graph in a data structure. The knowledge graph may enable the device to provide answers to questions associated with the application or the system.

Abstract: A method for responding to a query is implemented on at least one computing device and includes: receiving at least one query from a user device; determining a context for the at least one query, selecting at least one deep learning network (DLN) of a plurality of DLNs to process the at least one query, where the selecting is based at least on matching the context to the at least one DLN, sending at least a representation of the at least one query and the context to the at least one DLN, receiving at least one response to the at least one query from the at least one DLN, and sending the at least one response to the user device.

Abstract: The various implementations described herein include methods and devices for constructing phrases for data visualizations. In one aspect, a method includes presenting a data visualization page to a user including a visualization region and a phrase region; obtaining a dataset including a plurality of fields; displaying a phrase affordance for constructing a phrase; in response to a user selection of the phrase affordance, presenting a phrase construction menu including a set of fields; in response to a user selection of a field, presenting a set of aggregation operators selected based on a field type of the field; in response to a user selection of an aggregation operator, generating a first phrase using the selected field and the selected aggregation operator; presenting a data visualization generated using the first phrase; and displaying the first phrase as an active phrase in the phrase region.

Abstract: Methods and apparatuses are described for determining future user actions using time-based featurization of clickstream data. A server captures clickstream data corresponding to web browsing sessions and converts the clickstream data into tokens by identifying each unique URL and parsing each unique URL into tokens. The server generates a frequency matrix based upon the tokens, and generates a latent feature vector for each URL in the session based upon the frequency matrix. The server merges the latent feature vectors and the clickstream data into an aggregate clickstream vector set for a user. The server assigns time-decayed weight values to each latent feature vector in the aggregate clickstream vector set. The server combines the time-decayed latent feature vectors to generate a clickstream embedding for the user, and executes a machine learning model using the clickstream embedding to generate one or more predicted actions of the user.

Abstract: A method for generating categorical and criterion-based search results from a search query including receiving the search query, generating one or more query fragments, determining a category corresponding to the search query, determining one or more filters applicable to the search query and one or more core search terms applicable to the search query based at least in part on the determined category and the one or more query fragments, generating at least one custom query for at least one target database in the one or more target databases based at least in part on the one or more filters, the one or more core search terms, the determined category, and one or more attributes of the at least one target database, and executing the at least one custom query on the at least one target database to generate a set of search results.

Abstract: Systems and methods described herein may generate campaigns and efficiently calculate bids for placement of campaign data into Internet data. Embodiments may calculate context scores for campaign data based on campaign terms and beacon terms. The context scores may be used to identify Internet content that has a high page score. If the page score of particular Internet content exceeds a predetermined threshold, the system may place a bid for a campaign based on disclosed algorithms taking as inputs performance scores, context scores, page scores, campaign budgets, and other parameters. The systems therefore are capable of quickly and effectively calculating optimal bids to place for a particular campaign given parameters disclosed herein.

Abstract: A system, method and computer program product for accessing content based on an image. The method comprises comparing an image to a database of images, each of the images of the database being associated with at least one corresponding audio track, identifying those ones images of the database that correspond to the image, and identifying the at least one corresponding audio track that corresponds to the identified images. In one example aspect, the method also comprises presenting the audio track to a user. Corresponding metadata also can be presented. The images may be classified by, e.g., genre, musical album, concept, or the like, and, in cases where an input image is determined to belong to any such classes, audio content and/or metadata relating thereto are identified and presented to the user.

Abstract: A method for searching multiple documents on a computer system includes steps for inputting a search query and sending the search query to a system core where the query is passed to a search component for searching the documents. The system core in turn receives results from the search component indicating related documents to the query and passes to a summarization component a specified number of the results. The summarization component processes related documents corresponding to the specified number of results and removes duplicate results to produce a multi-document summary that can have different media formats including text, image, and video formats. The system core receives the summary from the summarization component. The multi-document summary is received from the system core and displayed. The results from the search component are also displayed.

Abstract: The present invention relates to: a terminal capable of setting a trigger area and outputting additional contents in response to an input of touching the set trigger area; and a control method therefor. The terminal according to the present invention can comprise a touch screen for displaying information and receiving a touch input, and a control unit for performing control so as to output main contents on the touch screen, set a trigger area linked to a plurality of additional contents on the main content, output a list of the plurality of additional contents linked to the trigger area in response to a touch input of touching the trigger area when an edit mode for allowing setting of the trigger area is terminated and a viewer mode is executed, and output first additional contents corresponding to the selected item when any one is selected from the list.

Abstract: Computer-implemented systems and methods are disclosed to interface with one or more storage devices storing a plurality of documents, wherein each of the plurality of documents is associated with one or more tags of one or more predefined hierarchies of tags, wherein the one or more hierarchies of tags include multiple dimensions. In accordance with some embodiments, a method is provided to identify one or more documents from the data storage devices. The method comprises acquiring, via an interface, a selection of one or more tags of the one or more predefined hierarchies of tags. The method further comprises identifying one or more documents from the data storage devices in response to the selection, the identified one or more documents having tags that have a relationship with the selected tags, and providing data corresponding to the identified documents for displaying in the interface.

Abstract: An apparatus, computer-readable medium, and computer-implemented method for extracting a subset, including receiving a request comprising one or more criteria indicating one or more criteria tables in a plurality of tables of the database, storing an entity graph corresponding to a schema of the database and the one or more criteria, determining one or more top-most criteria entities in the entity graph, and generating the subset from the plurality of tables by traversing the entity graph starting at the one or more top-most criteria entities without traversing any directed edge more than once.

Abstract: A computer system may connect to various customer-facing devices and manage or automate the order process between a retail store and the customer. The computer system may perform the dialogue and receive an order for items from the retail store and may perform quality control monitoring of the dialogue between customers and employees taking orders. The ordering system may utilize the ordered items in combination with various contextual cues to determine a customer identity which may then be linked to past orders and/or various order preferences. Based on the determined customer identity, the system may provide recommendations of additional order items or order alterations to the customer before personally identifying information has been collected from the customer. The determination of the customer identity and the determination of recommendations may be performed by machine learning algorithms that were trained on customer data and the retail store products.

Abstract: A computer-implemented method may facilitate user interaction with an interactive form. In one aspect, the method may detect a selection of the form by a user of a client device. The method may, in response, provide scripting language instructions that cause a web browser application of the client device to (1) display, according to the scripting language instructions, an interactive control corresponding to a form function inside a form interaction framework area of a form interaction page, the form interaction framework area being outside a form container area of the form interaction page, (2) use a form container software component to display the interactive form inside the form container area, and (3) in response to detecting a user activation of the interactive control, communicate the user activation to the interactive form using a programmatic interface of the form container software component such that the interactive form executes the form function.

Abstract: Methods, apparatus, and computer program products for exchanging content with a content management system comprising an extended record data structure. A plurality of records are maintained at the travel management system in an extended record data structure that includes first data containers containing standard data elements and second data containers containing non-standard data elements. Each non-standard data element is associated with a respective structure description file defining a structure of the attributes of the non-standard data element. A first data exchange message is generated at the travel management system and includes the structure description file of one of the non-standard data elements and a set of values corresponding to values of the attributes of the one of the non-standard data elements. The first data exchange message is transmitted according to a first data exchange format from the travel management system to the client device.

Abstract: In one embodiment, a method includes receiving metadata corresponding to data on a removable storage device/medium, storing the metadata to a metadata repository that is not on the removable storage device/medium, associating an identifier with the stored metadata (the identifier corresponding to the removable storage medium/device), and storing the identifier to the metadata repository. According to another embodiment, a computer program product includes a computer readable storage medium having computer readable program code embodied therewith. The computer readable program code comprises computer readable program code configured to: receive metadata corresponding to data on a removable storage device/medium, store the metadata to a metadata repository, associate an identifier corresponding to the removable storage device/medium with the stored metadata, and store the identifier to the metadata repository. Other methods, systems, and devices are presented as well.

Abstract: To communicate a modular document from a first electronic device to a second electronic device, the first electronic device determines which one or more component documents of the modular document are already available at the second electronic device. The modular document is composed of plural component documents. The first electronic device sends to the second electronic device a subset of the plural component documents of the modular document, where the subset of the plural component documents is other than the one or more component documents already available at the second electronic device.

Abstract: A system and method of determining the level of diversity for a search query are described. Distances between leaf categories in a hierarchical category tree are determined using co-click counts between the leaf categories for a query. Coordinate representations of the leaf categories are determined using the distances between the leaf categories. A diversity score for the query is determined using the coordinate representations. The diversity score represents a degree of variability in what different users find relevant to the query. In some embodiments, determining distances between leaf categories comprises determining the distances using a normalization of the co-click counts that uses co-impression counts between the leaf categories for the query. In some embodiments, a manifold learning algorithm is used to determine the coordinate representations. In some embodiments, multi-dimensional scaling is used to determine the coordinate representations.

Abstract: Disclosed is a method for simultaneously finding matches for rules that require greedy matching and comprehensive matching by executing a single Deterministic Finite Automaton (DFA). DFAs annotations are used to enable a single DFA to represent rules that require greedy and comprehensive matching. DFA descents are performed from various positions in an input stream, match information is recorded and match results are selectively generated (filtered) to achieve the greedy or comprehensive match behavior required by individual rules.

Abstract: An enterprise content management system provides automatically classified topic-specific metadata from a map file to a set of search properties associated with the topic file. An example includes parsing content from the links in a map file and storing topic-specific metadata as search properties in a content engine.

Abstract: A method for generating content links between a first digital file and a second digital file by detecting a content feature of a first digital file segment of the first digital file during playback of the first digital file segment of the first digital file, searching an index of a plurality of content features for a plurality of segments including a second digital file segment of the second digital file, and dynamically generating a link between the first digital file one segment of the first digital file and the second digital file segment of the second digital file when a content feature of the first digital file segment of the first digital file is related to the content feature of the at least one segment of the second digital file.

Abstract: Within the field of computing, many scenarios involve queries formulated by users resulting in query results presented by a device. The user may request to adjust the query, but many devices can only process requests specified in a well-structured manner, such as a set of recognized keywords, specific verbal commands, or a specific manual gesture. The user thus communicates the adjustment request in the constraints of the device, even if the query is specified in a natural language. Presented herein are techniques for enabling users to specify query adjustments with natural action input (e.g., natural-language speech, vocal inflection, and natural manual gestures). The device may be configured to evaluate the natural action input, identify the user's intended query adjustments, generate an adjusted query, and present an adjusted query result, thus enabling the user to interact with the device in a similar manner as communicating with an individual.

Abstract: An ancestry of a database metadata residing in a computer database is tracked by determining a lineage of all modifications performed on the database metadata. In one aspect, this is achieved by determining one or more attributes associated with the database metadata residing in a system database. Based upon the attributes, a database system table including corresponding tuple of the attributes is generated. Upon detecting a modification in the database metadata, a previous condition and a current condition of the attributes is recorded in the generated database system table. Upon receiving a request to track the ancestry of the database metadata, the database system table is queried to retrieve a lineage of the database metadata by retrieving one or more previous conditions and the current conditions of the attributes associated with the modification.

Abstract: Embodiments of the present invention provide an approach for integrated development environment (IDE)-based repository searching (e.g., for library elements such as classes and/or functions) in a networked computing environment. In a typical embodiment, a first program code file is received from a first integrated development environment (IDE). The first program file may be associated with a set of attributes as stored in an annotation, header, or the like. Regardless, the first program file may be parsed and indexed into a repository based on the set of attributes. A search request may then be received from a second IDE. Based on the search request and the set of attributes, a matching program code file may then be identified as stored in the repository. Once identified, the matching program code file may be transmitted/communicated to the second IDE to fulfill the search request.

Abstract: A method, system, and computer program product for parallelization of updating synthetic events with genetic surprisal data comprising dividing the synthetic event into cohort parts and assigning the cohort parts to one of a plurality of computer processing elements. Within each processing element: searching data records of patients for genetic surprisal data; generating a cluster comprising a centroid by populating the cluster based on all of the matches of the data records; calculating a new centroid for each cluster; calculating a Euclidean distance in multiple dimensions for each match of data records to the new centroid for each cluster; reassigning each match of data to the new centroid of each cluster based on the shortest calculated Euclidean distance to the new centroid for each cluster; and determining at least one cohort part from the clusters and recombining the cohort parts into updated synthetic events based on the metadata.

Abstract: Described herein are methods, systems, apparatuses and products for rule-driven runtime customization of keyword search engines. An aspect provides a method for rule-driven customization of keyword searches, including: receiving by a computer an input keyword query; determining from the input keyword query and a dataset to be queried at least one rule selected from the group consisting of: a re-write rule; a category ranking rule, and a category grouping rule; and applying the at least one rule to generate search results based on domain knowledge of the dataset. Other embodiments are disclosed.

Abstract: Statistical Machine Translation (SMT) based search query spelling correction techniques are described herein. In one or more implementations, search data regarding searches performed by clients may be logged. The logged data includes query correction pairs that may be used to ascertain error patterns indicating how misspelled substrings may be translated to corrected substrings. The error patterns may be used to determine suggestions for an input query and to develop query correction models used to translate the input query to a corrected query. In one or more implementations, probabilistic features from multiple query correction models are combined to score different correction candidates. One or more top scoring correction candidates may then be exposed as suggestions for selection by a user and/or provided to a search engine to conduct a corresponding search using the corrected query version(s).

Abstract: A product guidance system is described herein that provides consistent methods and processes to aggregate product guidance from different online (and potentially local) sources, to ensure that the guidance aggregation is done with proper quality criteria (e.g., content/author reputation), to define how guidance is aggregated and presented appropriately for the context (e.g., a novice user may see different UI experience and different content than an advanced user), and to specify how the guidance is delivered within the product surface itself. The system defines a consistent information asset type meta-model, applies a semantic approach and algorithms to aggregate guidance content from varying sources and deliver through consistent interfaces, and provides an asset and user interface composition model to present the retrieved information following flexible categorization and navigation schemes.

Abstract: A method for using a change-recording feature to perform more effective backups includes generating an initial point-in-time copy of source data residing in a storage device. The method may then perform an initial backup of the initial point-in-time copy. As changes are made to the source data, the method may record changes made to the source data after the initial point-in-time copy is generated. These changes may be stored as incremental change data. At some point, the initial point-in-time copy may be updated using the incremental change data. In order to perform an incremental backup of the updated point-in-time copy, the method may query the incremental change data to determine which changes were used to update the point-in-time copy. The method may then perform an incremental backup of the updated point-in-time copy by backing up the changes designated in the incremental change data.

Abstract: An incremental backup service may be configured to backup structured files and unstructured files on a client system. A filter driver 130 may be configured to monitor write operations on the client system and log changed cluster address information for structured files. The backup service may backup changed clusters of structured files to a backup storage device. For each of the unstructured files, the backup service may compare the file size to a threshold size. If the unstructured file is smaller than the threshold size, the backup service may backup the entire unstructured file. If the file size is larger than the threshold size, the backup service may determine the ratio of changed clusters to unchanged clusters. If the ratio is below a ratio threshold, the backup service may backup the changed clusters. If the ratio is above the ratio threshold, the backup service may backup the entire file.

Abstract: Methods and apparatus for searching a message store on a portable device are described herein. The methods allow a plurality of possible search criteria to be generated and displayed. One or more of the possible search criteria may be selected and added to a search string that is used to search the message store.

Abstract: A mechanism is provided for facilitating object search in a virtual world environment where each object is defined by a plurality of attributes and the search is performed on any attributes of the object however is not limited to a 3-D search. The co-ordinate location of each object in the virtual world is also provided in the search result and the range within which to perform the search may also be specified. Optionally, the user has the ability to teleport/transport to the location of the object using the search result.

Abstract: A text search apparatus includes: a memory storing a plurality of sets of text data, text data of each set including a plurality of categories; an obtainer obtaining a search keyword; a retriever retrieving text data including the obtained search keyword for each category from the text data stored in the memory; and an output unit determining an order of the text data retrieved by the retriever by an order determining method which is preliminarily determined according to a category, and outputting the data by categories.

Abstract: In an embodiment, the method of identifying an application protocol includes classifying a data packet to be detected into an individual traffic flow, searching for keywords in a valid payload of the traffic flow based upon a keyword database of identifiable application protocols, and determining a keyword weight vector of the traffic flow. The weight of a keyword is related to a location of the keyword in a valid payload of a traffic flow. Similarities between the keyword weight vector of the traffic flow and feature keyword weight vectors of the identifiable application protocols are determined; and an application protocol corresponding to a feature keyword weight vector with the highest similarity to the keyword weight vector of the traffic flow as the application protocol of the traffic flow is determined if a condition is satisfied.

Abstract: A system and method for display of graphical components on a user interface. Multiple components may be displayed on a graphical user interface an active dashboard. Each component is a graphical representation of a report generated from plurality of data fields stored in objects on a database. At least some of the reports are generated from different data models. The displayed components are filtered on the basis of at least one data field that is a common field among the different data models.

Abstract: A computer-implemented method, computer-readable media, and a computerized system to compress words are provided. The computerized system includes a compression engine that compresses a list of words. The compression engine generates a symbol list from the list of words, decomposes the words using the symbol list and a cost function, and encodes the decomposed words. The words may be from a search index. The compression engine may be utilized to reduce the size of the search index and improve efficiency.

Abstract: Disclosed is a method and an apparatus for optimally processing N sort queries in a multi-range scan, including: allocating a buffer based on a first number of extracted records included in the queries; extracting first data related to first attributes in a first list included in the queries and storing the extracted first data in the buffer; extracting second data related to the first attributes that are not extracted in the first list included in the queries; and updating the buffer so as to satisfy the queries by comparing the data stored in the buffer with the second data, wherein the queries are N sort queries in a multi-range scan for at least one record sorted based on the first attributes and second attributes.

Abstract: In a method for generating a business process model project, a computer receives a data file comprising text, descriptive of a business process. The computer searches a sentence in the text for a keyword indicative of existence of a corresponding business artifact stated elsewhere in the sentence. In response, the computer identifies an indicator in the sentence, the indicator designating a name of the corresponding business artifact. The computer identifies a business artifact based on the keyword and the indicator. The computer generates a business process model project based in part on the business artifact.

Abstract: A method of generating a human-readable data synopsis involves a computer receiving data comprising demographic and/or consumer behavioural data attributes; and forming data aggregations by querying the received data with at least a first query and a second query. At least one of the data sources comprises geographic data associated with the data attributes. The queries each include a common data attribute criterion that queries the data attributes, and a respective geographic criterion that queries the geographic data. The geographic criterion of the first query defines a different geographic region than that of the second query. The computer performs an analysis of the data aggregations by applying the results of the queries as inputs to a pre-defined logic function, and evaluating the logic function. On a display device, the computer generates the human-readable synopsis by applying a result of the data aggregation analysis as input to a pre-defined report template.

Abstract: The data constraint framework solution of the present invention addresses data quality issues by standardizing, verifying, matching, consolidating and merging data records using powerful inexact matching logic and search reduction technologies. The data conditioning framework uses these technologies to more efficiently condition data to improve the quality of data and/or resolve quality data issues such as incomplete, inaccurate and duplicate data records. For example, the data conditioning framework is used to “cleanse” incorrect, incomplete and duplicate data from a data source, such as an information system.

Abstract: The multilingual search for transliterated content technique described herein enables a user to submit a search query in both a native script and its foreign script (e.g., Roman script) transliteration and return relevant results in both the scripts while taking care of the spelling variations in transliterated forms. The technique crawls the World Wide Web for data in both the native script and foreign script transliterated forms of the data. It uses a transliteration engine to generate native script equivalents of the foreign script transliterated data and disambiguates the data in native script (whenever possible). The unique native script word forms are then used to jointly index the data in both the scripts. If the query is in native script, it is directly searched for in the index, otherwise the transliterated query is first converted into native script form(s) and then searched in the indexed database to retrieve and rank results in both the scripts.

Abstract: Data is received by a first device from a first source, where the data contains a link to a particular web page. Responsive to the data, a repository of syndicated content items associated with web pages is accessed. If a particular syndicated content item associated with the particular web page is in the repository, the particular syndicated content item is retrieved and provided to a second device for display at the second device.

Abstract: A computer based system and method for the creation and access of dynamic course content and associated media products is disclosed. The present invention utilizes dynamic current content sources such as news, web sources, blogs, podcasts, user generated content, and other sources to create media products such as slides, videos, audio and the like. The media products of the present invention are keyed to the static framework of the textbook or textbooks, and are searchable by textbook structure, media structure, key terms, date range, and the like.

Abstract: Methods and apparatus consistent with the invention provide improved organization of documents responsive to a search query. In one embodiment, a search query is received and a list of responsive documents is identified. The responsive documents are organized based in whole or in part on usage statistics.

Abstract: A method, an apparatus, and a system for mobile search are provided. The method for mobile search includes: receiving a search request, where the search request carries keyword information to be searched for, and an instant interest model and a long-term interest model acquired by a search application server; calculating a relevance score value of each member engine according to the search request, meta index information of the member engine, the instant interest model, and the long-term interest model; and selecting one or more member engines according to the relevance score value to search for the keyword information. The searching for the keyword information may integrate an instant interest model and a long-term interest model of a user, so as to provide users with personalized and highly accurate search result information that meets demands.

Abstract: Systems and methods are provided for improved web searching. In one implementation, suggested search queries are provided based on previous search queries and click data. A weighted bi-partite graph or index may be used to identify related search queries based on overlapping clicked URLs. According to a method, query-click log data of a search engine is processed to generate sets of suggested search queries, data corresponding to each suggested search query, and a set of clicked URLs related to each suggested search query. Additionally, or independently, methods may be provided for contextually correcting spelling errors within sets of suggested search queries using a contextual algorithm, and/or identifying and discarding sets of suggested search queries and URLs that lead to restricted material, such as restricted content and related URLs.

Abstract: The invention relates to a system (100) for identifying a document of a plurality of documents, based on a multidimensional image, the system (100) comprising an object unit (110) for identifying an object represented in the multidimensional image, based on a user input indicating a region of the multidimensional image, and further based on a model for modeling the object, determined by segmentation of the indicated region of the multidimensional image; a keyword unit (120) for identifying a keyword of a plurality of keywords, related to the identified object, based on an annotation of the model for modeling the object; and a document unit (130) for identifying the document of the plurality of documents, based on the identified keyword. Thus, the system advantageously facilitates a user's access to documents comprising information of interest based on a viewed multidimensional image. The document may be identified by its name or, preferably, by a link to the document.

Abstract: A method for managing data in an enterprise by identifying data of interest from among a multiplicity of data elements in an enterprise, the method including characterizing data of interest at least by at least one non-content based data identifier thereof and at least one access metric thereof, the at least one access metric being selected from data access permissions and actual data access history and selecting data of interest by considering only data elements from among the multiplicity of data elements which have the at least one non-content based data identifier thereof and the at least one access metric thereof.

Abstract: Various embodiments of the present invention generally relate to trademark searching and notification systems. More specifically, various embodiments of the present invention relate to systems and methods for informing requesters about trademarks similar to a provided input. Some embodiments of the present invention provide for a proactive system in which users are notified of similar trademarks before using specific term(s) and users proceed after understanding which trademarks actually exist and what areas those trademarks actually entail, and possibly being notified of newly applied trademarks and modified trademarks at later times that are similar to the specific term(s) being used.

Abstract: A method, computer program product and computer system for coordinating data collection from a component of a data processing system is disclosed. The component registers with a dispatcher, wherein the component is a computer resource of the data processing system and is configured to accept at least one query, and the registration comprising data types handled by the at least one component, wherein the dispatcher is allocated computer resources of the data processing system. The component receives from the dispatcher a notification to perform the query against specified data structures, wherein the query comprises an action. The component, responsive to receiving notification, determines whether data structures of a data type specified in the query are handled. The data processing system runs the query to determine whether the query is satisfied. The data processing system executes the action.

Abstract: Various embodiments of systems and methods for applying hierarchy information to data items are described. The methods include organizing data items hierarchically when the data items contain no hierarchy information and more particularly applying a hierarchy from a different source or a hierarchy just being created by the user to the data items to produce a hierarchical structure of the data items following the external hierarchy, the relationship between the entities in the external hierarchy and its depth of dependencies. The data items are arranged (ordered and nested) and filtered based on the hierarchy provided. In addition, hierarchical totals may be calculated using the newly produced hierarchy.