Abstract: An electronic device may identify one or more search queries occurring frequently in a query log during a temporal period and maintain, for each of the one or more search queries, a frequency count of the search query occurring in the query log. The device may identify, a plurality of uniform resource locators (URLs) and match, one or more URLs of the plurality of URLs based on text of the URLs. The device may generate a news event profile for each search query and add each of the matching URLs into a respective news event profile. The device may receive a query from a user and identify, a matching news event profile. The device causes URLs of the matching news event profile and one or more related search queries from the first group of search queries to be presented to the user.

Abstract: Technologies relating to construction of a product ontology based upon queries in a search engine log are described. Candidate phrases are extracted from queries in the search engine log. The candidate phrases are partitioned to generate candidate product classes, where the candidate phrases are partitioned by sequentially expanding the ending phrases of the candidate product phrases. Using such an ending phrase-based approach naturally forms a hierarchy of candidate product classes. Embeddings are generated for the candidate product classes, and the candidate product classes are clustered based upon the embeddings such that semantically equivalent product classes are merged.

Abstract: A method for a search engine to provide domain-agnostic options for structured exploration based on a query. The method comprises clustering a corpus of historical queries into a plurality of query clusters. The method further comprises identifying a set of variable query terms in each query cluster. Then, a query structure of a new user query is identified, and a specific query cluster matching the query structure of the new user query is selected. Furthermore, the variable query term in the query structure of the new user query is identified. The method further comprises providing a query exploration interface offering user-selectable options for structured exploration of the new user query. Each of the user-selectable option corresponds to a variable query term in the identified set of variable query terms for the specific query cluster identified as matching the query structure of the new user query.

Abstract: A method for a search engine to provide domain-agnostic options for structured exploration based on a query. The method comprises clustering a corpus of historical queries into a plurality of query clusters. The method further comprises identifying a set of variable query terms in each query cluster. Then, a query structure of a new user query is identified, and a specific query cluster matching the query structure of the new user query is selected. Furthermore, the variable query term in the query structure of the new user query is identified. The method further comprises providing a query exploration interface offering user-selectable options for structured exploration of the new user query. Each of the user-selectable option corresponds to a variable query term in the identified set of variable query terms for the specific query cluster identified as matching the query structure of the new user query.

Abstract: A method for a search engine to provide domain-agnostic options for structured exploration based on a query. The method comprises clustering a corpus of historical queries into a plurality of query clusters. The method further comprises identifying a set of variable query terms in each query cluster. Then, a query structure of a new user query is identified, and a specific query cluster matching the query structure of the new user query is selected. Furthermore, the variable query term in the query structure of the new user query is identified. The method further comprises providing a query exploration interface offering user-selectable options for structured exploration of the new user query. Each of the user-selectable option corresponds to a variable query term in the identified set of variable query terms for the specific query cluster identified as matching the query structure of the new user query.

Abstract: A surgical fastener applying apparatus for applying fasteners to body tissue. The apparatus includes a cartridge receiving half-section defining an elongated channel member, an anvil half-section, and a clamping lever. The cartridge receiving half-section releasably receives a cartridge and a firing assembly. The clamping lever includes a protrusion in a sidewall which is receivable in a bifurcated depression formed in a sidewall of the cartridge receiving half-section to releasably retain the clamping lever in a non-clamped position and in a clamped position. The apparatus includes a disposable firing assembly and SULU.

Abstract: Systems, methods, and apparatuses for implementing a distributed, hierarchical, and iterative data graph processing strategy are disclosed. A large data graph is partitioned and the partitions are clustered. Sets of keys and hashes are generated for each cluster and distributed to a plurality of processing machines. The processing machines recreate the partitions, based on received hashes and keys of the clusters of the first partitions, and the graph. Thereafter, the partitioning, clustering and processing is repeatable for the recreated graphs. The disclosed strategy enables processing of large and dynamic data graphs, including bipartite query-Uniform Resource Locator graphs.

Abstract: A system having a hardware layout wizard, and a method therefore are discussed. The system according to an embodiment includes an administration system including a user interface (UI) and configured to display a visual representation of the plurality of hardware components in accordance with their logical identification; sequentially command each of the plurality of hardware components, in accordance with their respective hardware identification, to provide an output; prompt, via a display device of the administration system UI, a user to provide an identification of a selected one of the plurality of hardware components responsive to the output; and store an association between the plurality of hardware components and a plurality of logical hardware identifiers (IDs) based on the identification.

Abstract: A surgical fastener applying apparatus for applying fasteners to body tissue including a cartridge receiving half-section defining an elongated channel member configured to releasably receive a stationary housing of a firing assembly. The stationary housing is dimensioned to releasably receive a single use loading unit therein, and includes a lockout structure that prevents insertion of the stationary housing into the cartridge receiving half-section if the single use loading unit is not mounted in the stationary housing.

Abstract: Systems, methods, and apparatuses for implementing a distributed, hierarchical, and iterative data graph processing strategy are disclosed. A large data graph is partitioned and the partitions are clustered. Sets of keys and hashes are generated for each cluster and distributed to a plurality of processing machines. The processing machines recreate the partitions, based on received hashes and keys of the clusters of the first partitions, and the graph. Thereafter, the partitioning, clustering and processing is repeatable for the recreated graphs. The disclosed strategy enables processing of large and dynamic data graphs, including bipartite query-Uniform Resource Locator graphs.

Abstract: Approaches provide for a speech driven question and answer service that uses a voice communications device to find information in which the user is interested in in response to a spoken question. For example, a voice communications device can receive a question for which an answer is desired and speak back a relevant answer. In this example, audio input data that includes the question can be received by the voice communications device. The audio input data can be analyzed to identify the question and the question can be used to query an index of stored questions to determine a set of candidate questions best matching the user's question. The candidate questions are associated with answers, and one or more answers can be combined, summarized, refined, or otherwise processed. Thereafter, the voice communications device can provide (e.g., speak back to the user) the most relevant answer(s) to the user or a modified version of the answer(s) (e.g.

Abstract: Disclosed in some examples are methods, systems, devices, and machine readable mediums that automatically determine a set of one or more rules for finding items of content with high precision and high-recall. The disclosed methods enable applications to find content in rapidly changing datasets such as microblogs and other social networking feeds with a high precision and high recall, improving the accuracy of the application.

Abstract: Disclosed in some examples are methods, systems, devices, and machine readable mediums that automatically determine a set of one or more rules for finding items of content with high precision and high-recall. The disclosed methods enable applications to find content in rapidly changing datasets such as microblogs and other social networking feeds with a high precision and high recall, improving the accuracy of the application.

Abstract: Systems and methods are provided for extracting actionable information from emails in a completely unsupervised manner with no need for the data to be labeled (i.e., the systems and methods do not a human to identify unlabeled or relabeled emails). Changes in the email structure are automatically incorporated to learn new templates through the novel concept of sub-templates. The systems and methods incorporate the minor variations in email structure seamlessly, without needing to introduce new templates. Email templates are computed as permutations of multiple sub-templates in the email, which allows the systems and methods to handle variations in email structure seamlessly and highly efficiently. These systems and methods are extendable to any domain using structured emails, and improve the efficiency of the systems that receive and act on information contained in emails.

Abstract: Systems and methods are provided for extracting actionable information from emails in a completely unsupervised manner with no need for the data to be labeled (i.e., the systems and methods do not a human to identify unlabeled or relabeled emails). Changes in the email structure are automatically incorporated to learn new templates through the novel concept of sub-templates. The systems and methods incorporate the minor variations in email structure seamlessly, without needing to introduce new templates. Email templates are computed as permutations of multiple sub-templates in the email, which allows the systems and methods to handle variations in email structure seamlessly and highly efficiently. These systems and methods are extendable to any domain using structured emails, and improve the efficiency of the systems that receive and act on information contained in emails.

Abstract: Systems and methods for identifying entities sharing a temporal pattern using bipartite graphs are described. In one embodiment, a method includes identifying a temporal pattern in a sequence of bipartite graphs for a sequence of records involving two entity types, where records of the sequence of bipartite graphs vary according to time. An embodiment may color code the edges between entity types in the sequence of bipartite graphs according to the at least one temporal pattern identified (e.g., increasing sales between a business representative and a customer). An embodiment may therefore identify a time-based relationship between at least two entities according to the coded edges. Given the identification of entities having a time-based relationships, groups of these entities may be identified and trends may be derived therefrom (e.g., increasing sales for business units of a particular geographic region).

Abstract: A surgical fastener applying apparatus (10) including a cartridge supporting section (200), an anvil supporting section (100) having a longitudinal axis and including a distal anvil portion (104) and a proximal handle portion (102), including a first longitudinally extending slot (109) extending therealong. A clamping lever (300) having a proximal portion and a distal portion is movable from an undamped position to a clamped position to releasably secure the anvil supporting section in close approximation with the cartridge supporting section. A firing assembly (500) includes a firing knob (552), the firing knob movable within the longitudinally extending slot from a first proximal position to a second distal position to fire fasteners (402) supported in the cartridge supporting section.

Abstract: A surgical fastener applying apparatus includes an anvil half-section (12?) including a distal anvil (12b?) and a proximal handle (12a?) defining a release aperture (185?) at its proximal end. A cartridge receiving half-section (14?) has a distal portion (24a?) dimensioned to receive a single use loading unit and a proximal portion (24b?) configured to support a firing assembly (20?). A clamping lever (16?) is secured to the cartridge receiving half-section and includes a handle portion (190?) supporting an engagement member (218?). A firing assembly is configured to be supported within the proximal portion of the cartridge receiving half-section. The clamping lever is movable from an undamped position to a clamped position to releasably secure the anvil of the anvil half-section in close approximation with the single use loading unit.

Abstract: Methods and arrangements performing fuzzy search. A contemplated method includes: establishing an edit distance threshold for the fuzzy search; generating an index of items to be searched, via: storing at least one string; and creating substrings corresponding to the at least one string; providing a query string for use in searching; creating substrings corresponding to the query string; comparing substrings of the query string with substrings in the index; designating at least one candidate string based on said comparing; verifying whether each candidate string satisfies the edit distance threshold; and outputting at least one matching string for each candidate string that satisfies the edit distance threshold. Other variants and embodiments are broadly contemplated herein.

Abstract: A surgical fastener applying apparatus for applying fasteners to body tissue including a cartridge receiving half-section defining an elongated channel member configured to releasably receive a stationary housing of a firing assembly. The stationary housing is dimensioned to releasably receive a single use loading unit therein, and includes a lockout structure that prevents insertion of the stationary housing into the cartridge receiving half-section if the single use loading unit is not mounted in the stationary housing.