Patents by Inventor Jin Xiao
Jin Xiao has filed for patents to protect the following inventions. This listing includes patent applications that are pending as well as patents that have already been granted by the United States Patent and Trademark Office (USPTO).
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Patent number: 11522819Abstract: Techniques facilitating maintenance of tribal knowledge for accelerated compliance control deployment are provided. In one example, a system includes a memory that stores computer executable components and a processor that executes computer executable components stored in the memory, wherein the computer executable components include a knowledge base generation component that generates a knowledge graph corresponding to respective commitments created via tribal exchanges, the knowledge graph comprising a semantic level and an operational level; a semantic graph population component that populates the semantic level of the knowledge graph based on identified parties to the respective commitments; and an operational graph population component that populates the operational level of the knowledge graph based on tracked status changes associated with the respective commitments.Type: GrantFiled: November 11, 2019Date of Patent: December 6, 2022Assignee: INIERNATIONAL BUSINESS MACHINES CORPORATIONInventors: Constantin Mircea Adam, Muhammed Fatih Bulut, Richard Baxter Hull, Anup Kalia, Maja Vukovic, Jin Xiao
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Patent number: 11500914Abstract: Systems, computer-implemented methods, and computer program products to facilitate query recommendation are provided. According to an embodiment, a system can comprise a memory that stores computer executable components and a processor that executes the computer executable components stored in the memory. The computer executable components can comprise an ontology component that can generate an ontology based on unstructured data of a description of an application programming interface. The computer executable components can further comprise a reasoner component that can identify one or more terms of the ontology that correspond semantically to a term of a query.Type: GrantFiled: September 5, 2018Date of Patent: November 15, 2022Assignee: INTERNATIONAL BUSINESS MACHINES CORPORATIONInventors: Anup Kalia, Jin Xiao, Yu Deng, Maja Vukovic
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Patent number: 11416243Abstract: Systems and techniques that facilitate automated recommendation of microservice decomposition strategies for monolithic applications are provided. In various embodiments, a community detection component can detect a disjoint code cluster in a monolithic application based on a code property graph characterizing the monolithic application. In various aspects, the code property graph can be based on a temporal code evolution of the monolithic application. In various embodiments, a topic modeling component can identify a functional purpose of the disjoint code cluster based on a business document corpus corresponding to the monolithic application. In various embodiments, a microservices component can recommend a microservice to replace the disjoint code cluster based on the functional purpose.Type: GrantFiled: January 23, 2020Date of Patent: August 16, 2022Assignee: INTERNATIONAL BUSINESS MACHINES CORPORATIONInventors: Jinho Hwang, Anup Kalia, Jin Xiao, Malik Jackson, Maja Vukovic, John Rofrano, Senthil Kumar Kumarasamy Mani
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Publication number: 20220245000Abstract: Systems, computer-implemented methods, and computer program products to facilitate modernization of an application are provided. According to an embodiment, a system can comprise a memory that stores computer executable components and a processor that executes the computer executable components stored in the memory. The computer executable components can comprise a determination component that determines one or more relevant surrounding contexts for a raw entity. The computer executable components also can comprise a matching component that matches the one or more relevant surrounding contexts with one or more known surrounding contexts of one or more known entities. The computer executable components further can comprise a type identification component that identifies an entity type for the raw entity based on the matching of the one or more relevant surrounding contexts with the one or more known surrounding contexts.Type: ApplicationFiled: January 29, 2021Publication date: August 4, 2022Inventors: Anup Kalia, Changhua Sun, HongLei Guo, Zhili Guo, Zhong Su, Jin Xiao, Maja Vukovic, Shawn Dsouza
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Patent number: 11360877Abstract: A method, system, and computer program product for decomposing monolithic applications to form microservices are provided. The method identifies a set of classes within a monolithic application. A set of horizontal clusters are generated by performing horizontal clustering to the set of classes to decompose the classes based on a first functionality type. The method generates a set of vertical clusters by performing vertical clustering to the set of classes to decompose the classes based on a second functionality type. A subset of classes occurring in a common horizontal cluster and vertical cluster are identified as a functional unit. The method merges one or more functional units to form a microservice.Type: GrantFiled: September 14, 2020Date of Patent: June 14, 2022Assignee: International Business Machines CorporationInventors: Chen Lin, Anup Kalia, Jin Xiao, John Rofrano, Saurabh Sinha, Raghav Batta, Maja Vukovic
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Publication number: 20220138617Abstract: Technology for applying artificial intelligence to decide when to, and/or when not to, send a consumer of a computer system a communication recommending that the computer system be revised to include a more recent version of at least one of the following: a hardware component (for example, microprocessor(s)) and/or a software component (for example, an updated version of an app). The computer system, that is subject to modernization, may be owned outright by the consumer, or it may be purchased as a service (for example, infrastructure as a service, software as a service, package of cloud services). Some embodiments focus on modernization recommendations specifically tailored to cloud orchestration software that deploys containers.Type: ApplicationFiled: November 3, 2020Publication date: May 5, 2022Inventors: Jin Xiao, Anup Kalia, Raghav Batta, Hongtan Sun, Maja Vukovic
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Publication number: 20220083451Abstract: A method, system, and computer program product for decomposing monolithic applications to form microservices are provided. The method identifies a set of classes within a monolithic application. A set of horizontal clusters are generated by performing horizontal clustering to the set of classes to decompose the classes based on a first functionality type. The method generates a set of vertical clusters by performing vertical clustering to the set of classes to decompose the classes based on a second functionality type. A subset of classes occurring in a common horizontal cluster and vertical cluster are identified as a functional unit. The method merges one or more functional units to form a microservice.Type: ApplicationFiled: September 14, 2020Publication date: March 17, 2022Inventors: Chen Lin, Anup KALIA, Jin Xiao, John Rofrano, Saurabh Sinha, Raghav Batta, Maja Vukovic
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Publication number: 20220083334Abstract: Technology for dividing a monolith computer program into a plurality of functions and creating a microservice for each function of the model's computer program. The micro-services are semantically and functionally equivalent, taken collectively, to the model's computer program from which they came. In some embodiments, the monolith computer program is written in an object oriented programming language suitable for execution by a virtual machine (VM). In some embodiments, the microservices are in representational state transfer (REST) form and respectively corresponding application programming interface (API).Type: ApplicationFiled: September 17, 2020Publication date: March 17, 2022Inventors: Jin Xiao, Anup Kalia, Saurabh Sinha, John Rofrano, Maja Vukovic
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Publication number: 20220035732Abstract: Systems, computer-implemented methods, and computer program products to facilitate generation of microservices from a monolithic application based on runtime traces are provided. According to an embodiment, a system can comprise a memory that stores computer executable components and a processor that executes the computer executable components stored in the memory. The computer executable components can comprise a model component that learns cluster assignments of classes in a monolithic application based on runtime traces of executed test cases. The computer executable components can further comprise a cluster component that employs the model component to generate clusters of the classes based on the cluster assignments to identify one or more microservices of the monolithic application.Type: ApplicationFiled: October 13, 2021Publication date: February 3, 2022Inventors: Jin Xiao, Anup Kalia, Chen Lin, Raghav Batta, Saurabh Sinha, John Rofrano, Maja Vukovic
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Patent number: 11221846Abstract: A system can include a memory that stores computer-executable components and a processor, operably coupled to the memory, that can execute the computer-executable components stored in the memory. The computer-executable components can include a model generator component that can execute a search function on an application based on a set of application component topics to identify application components of the application that facilitate execution of the application. A configuration property extractor component can analyze the application based on the application components and can determine configuration properties associated with operating the application components. An application builder component can process the application components and the configuration properties and can generate instructions that facilitate execution of the application in a target computing environment.Type: GrantFiled: March 19, 2020Date of Patent: January 11, 2022Assignee: INTERNATIONAL BUSINESS MACHINES CORPORATIONInventors: Anup Kalia, Jin Xiao, Jinho Hwang, Maja Vukovic, John Rofrano
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Patent number: 11221855Abstract: Systems, computer-implemented methods, and computer program products to facilitate transformation of an enterprise application into a cloud native container are provided. According to an embodiment, a system can comprise a memory that stores computer executable components and a processor that executes the computer executable components stored in the memory. The computer executable components can comprise an analysis component that employs a model to discover attributes of an enterprise application. The computer executable components can further comprise a transformation component that generates artifacts based on the attributes to transform the enterprise application into a cloud native container.Type: GrantFiled: March 6, 2020Date of Patent: January 11, 2022Assignee: INTERNATIONAL BUSINESS MACHINES CORPORATIONInventors: Jin Xiao, Anup Kalia, Jinho Hwang, Maja Vukovic, John Rofrano
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Patent number: 11188447Abstract: Systems, computer-implemented methods, and computer program products that can facilitate creating and querying a knowledge base of identified topics, computer code actions, and parameters, are provided. According to an embodiment, a system can comprise a memory that stores computer executable components and a processor that executes the computer executable components stored in the memory. The computer executable components can comprise a parameter component that can identify a result parameter in ones of one or more results, wherein the one or more results comprise topics and computer code actions. The computer executable components can further comprise a result component that can select a result of the one or more results based on a mapping of a query to the one or more results, the mapping being based on the result parameter identified in the result and a criterion.Type: GrantFiled: March 6, 2019Date of Patent: November 30, 2021Assignee: INTERNATIONAL BUSINESS MACHINES CORPORATIONInventors: Anup Kalia, Muhammed Fatih Bulut, Jinho Hwang, Raghav Batta, Maja Vukovic, Jin Xiao, Rohit Madhukar Khandekar
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Patent number: 11176027Abstract: Systems, computer-implemented methods, and computer program products to facilitate generation of microservices from a monolithic application based on runtime traces are provided. According to an embodiment, a system can comprise a memory that stores computer executable components and a processor that executes the computer executable components stored in the memory. The computer executable components can comprise a model component that learns cluster assignments of classes in a monolithic application based on runtime traces of executed test cases. The computer executable components can further comprise a cluster component that employs the model component to generate clusters of the classes based on the cluster assignments to identify one or more microservices of the monolithic application.Type: GrantFiled: April 22, 2020Date of Patent: November 16, 2021Assignee: INTERNATIONAL BUSINESS MACHINES CORPORATIONInventors: Jin Xiao, Anup Kalia, Chen Lin, Raghav Batta, Saurabh Sinha, John Rofrano, Maja Vukovic
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Publication number: 20210334194Abstract: Systems, computer-implemented methods, and computer program products to facilitate generation of microservices from a monolithic application based on runtime traces are provided. According to an embodiment, a system can comprise a memory that stores computer executable components and a processor that executes the computer executable components stored in the memory. The computer executable components can comprise a model component that learns cluster assignments of classes in a monolithic application based on runtime traces of executed test cases. The computer executable components can further comprise a cluster component that employs the model component to generate clusters of the classes based on the cluster assignments to identify one or more microservices of the monolithic application.Type: ApplicationFiled: April 22, 2020Publication date: October 28, 2021Inventors: Jin Xiao, Anup Kalia, Chin Lin, Raghav Batta, Saurabh Sinha, John Rofrano, Maja Vukovic
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Publication number: 20210294600Abstract: A system can include a memory that stores computer-executable components and a processor, operably coupled to the memory, that can execute the computer-executable components stored in the memory. The computer-executable components can include a model generator component that can execute a search function on an application based on a set of application component topics to identify application components of the application that facilitate execution of the application. A configuration property extractor component can analyze the application based on the application components and can determine configuration properties associated with operating the application components. An application builder component can process the application components and the configuration properties and can generate instructions that facilitate execution of the application in a target computing environment.Type: ApplicationFiled: March 19, 2020Publication date: September 23, 2021Inventors: Anup Kalia, Jin Xiao, Jinho Hwang, Maja Vukovic, John Rofrano
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Publication number: 20210279066Abstract: Systems, computer-implemented methods, and computer program products to facilitate transformation of an enterprise application into a cloud native container are provided. According to an embodiment, a system can comprise a memory that stores computer executable components and a processor that executes the computer executable components stored in the memory. The computer executable components can comprise an analysis component that employs a model to discover attributes of an enterprise application. The computer executable components can further comprise a transformation component that generates artifacts based on the attributes to transform the enterprise application into a cloud native container.Type: ApplicationFiled: March 6, 2020Publication date: September 9, 2021Inventors: Jin Xiao, Anup Kalia, Jinho Hwang, Maja Vukovic, John Rofrano
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Publication number: 20210232390Abstract: Systems and techniques that facilitate automated recommendation of microservice decomposition strategies for monolithic applications are provided. In various embodiments, a community detection component can detect a disjoint code cluster in a monolithic application based on a code property graph characterizing the monolithic application. In various aspects, the code property graph can be based on a temporal code evolution of the monolithic application. In various embodiments, a topic modeling component can identify a functional purpose of the disjoint code cluster based on a business document corpus corresponding to the monolithic application. In various embodiments, a microservices component can recommend a microservice to replace the disjoint code cluster based on the functional purpose.Type: ApplicationFiled: January 23, 2020Publication date: July 29, 2021Inventors: Jinho Hwang, Anup Kalia, Jin Xiao, Malik Jackson, Maja Vukovic, John Rofrano, Senthil Kumar Kumarasamy Mani
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Patent number: 11074043Abstract: Methods, systems and computer program products for providing automated script review utilizing crowdsourced inputs are provided. Aspects include receiving a new script including a script text and a script description. Aspects include comparing the new script to each of a plurality of previously classified scripts to determine a degree of similarity. Each of the previously classified scripts and the new script have an associated set of attributes. Responsive to determining that the degree of similarity is below a predetermined threshold, aspects include mapping the new script to a crowdsourcing platform to identify a similar script. Aspects also include receiving information indicative of one or more features from the crowdsourcing platform. Responsive to inputting the one or more features into an acceptance model, aspects include generating an acceptance recommendation associated with the new script.Type: GrantFiled: July 18, 2019Date of Patent: July 27, 2021Assignee: INTERNATIONAL BUSINESS MACHINES CORPORATIONInventors: Muhammed Fatih Bulut, Anup Kalia, Maja Vukovic, Raghav Batta, Jinho Hwang, Jin Xiao, Rohit Madhukar Khandekar
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Patent number: 11062088Abstract: Techniques facilitating causing a information technology change service action in response to a received instructive command are provided. In one example, a computer-implemented method can comprise receiving a command from a device, wherein an intent of the command relates to performing an information technology change service action. The computer-implemented method can also comprise determining the intent of the command and selecting a service from a federation of services based on the information indicative of the intent of the command. The computer-implemented method can further comprise ordering the service relative to another service of the federation of services based on a determined level of confidence that the service will facilitate performing the information technology change service action. Moreover, the computer-implemented method can comprise activating the service based on an order of the service relative to the other service and the information indicative of the intent of the command.Type: GrantFiled: December 12, 2017Date of Patent: July 13, 2021Assignee: INTERNATIONAL BUSINESS MACHINES CORPORATIONInventors: Nikolaos Anerousis, Anup Kalia, Frederick Yung-Fung Wu, Jin Xiao, Maja Vukovic
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Publication number: 20210133284Abstract: One embodiment of the invention provides a method for entity extraction, comprising determining a set of part-of-speech (POS) tags based on one or more documents, determining a concept in the one or more documents based on the set of POS tags, and extracting one or more phrases from the one or more documents based on the concept. The method further comprises generating a first set of rules corresponding to the concept based on the one or more phrases, generating a second set of rules specific to a domain based on the first set of rules, and learning, via an adapter grammar, a structure of one or more named entities in the one or more documents based on the second set of rules.Type: ApplicationFiled: October 31, 2019Publication date: May 6, 2021Inventors: Anup Kalia, Chen Lin, Jin Xiao, Maja Vukovic