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公开(公告)号：US12153879B2
公开(公告)日：2024-11-26
申请号：US17659823
申请日：2022-04-19
Applicant: INTERNATIONAL BUSINESS MACHINES CORPORATION
Inventor： Elizabeth Daly , Oznur Alkan , Anup Kalia , Jin Xiao , Bei Chen , Rahul Nair
IPC: G06F40/166 , G06F16/335 , G06F40/211 , G06F40/232 , G06N5/022
Abstract: Learning and correcting errors in text input fields to an artificial intelligence (AI) system includes receiving, by the AI system from a target system, an input text. The AI system executes a text processing operation on the input text by applying at least one transformer from a library of transformers to the input text to generate transformed text. At least one proposed correction to the input text is output by the AI system based on an analysis of the transformed text. Feedback data, associated with the at least one proposed correction, is then received from a user of the target system to iteratively learn, by the AI system, which of the transformers need be applied on future input text to accurately generate future proposed corrections on the future input text.
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公开(公告)号：US20240385954A1
公开(公告)日：2024-11-21
申请号：US18317837
申请日：2023-05-15
Applicant: INTERNATIONAL BUSINESS MACHINES CORPORATION
Inventor： Yu Liu , Anup Kalia , Saurabh Sinha , Rachel Tzoref-Brill , Jin Xiao
IPC: G06F11/36
Abstract: Generating a test case summary of an end-to-end test of a computer application includes identifying an edge for each test execution. Each execution corresponds to a transition of the user interface of the application from a source state to a target state. One or more attributes of each edge are determined. Natural language processing is performed on each edge. Based on the natural language processing, a label for each edge is derived from the one or more attributes of each edge. A test case summary of the end-to-end test is output. The test case summary combines the labels corresponding to each edge.
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公开(公告)号：US11416243B2
公开(公告)日：2022-08-16
申请号：US16750532
申请日：2020-01-23
Applicant: International Business Machines Corporation
Inventor： Jinho Hwang , Anup Kalia , Jin Xiao , Malik Jackson , Maja Vukovic , John Rofrano , Senthil Kumar Kumarasamy Mani
IPC: G06F9/44 , G06F8/72 , H04L41/0803 , G06F9/22
Abstract: 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.
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公开(公告)号：US20220245000A1
公开(公告)日：2022-08-04
申请号：US17162069
申请日：2021-01-29
Applicant: International Business Machines Corporation
Inventor： Anup Kalia , Changhua Sun , HongLei Guo , Zhili Guo , Zhong Su , Jin Xiao , Maja Vukovic , Shawn Dsouza
Abstract: 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.
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公开(公告)号：US20220138617A1
公开(公告)日：2022-05-05
申请号：US17087663
申请日：2020-11-03
Applicant: International Business Machines Corporation
Inventor： Jin Xiao , Anup Kalia , Raghav Batta , Hongtan Sun , Maja Vukovic
Abstract: 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.
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Patent Agency Ranking
公开(公告)号：US20220035732A1
公开(公告)日：2022-02-03
申请号：US17500299
申请日：2021-10-13
Applicant: INTERNATIONAL BUSINESS MACHINES CORPORATION
Inventor： Jin Xiao , Anup Kalia , Chen Lin , Raghav Batta , Saurabh Sinha , John Rofrano , Maja Vukovic
Abstract: 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.
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公开(公告)号：US20210334194A1
公开(公告)日：2021-10-28
申请号：US16855565
申请日：2020-04-22
Applicant: International Business Machines Corporation
Inventor： Jin Xiao , Anup Kalia , Chin Lin , Raghav Batta , Saurabh Sinha , John Rofrano , Maja Vukovic
Abstract: 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.
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公开(公告)号：US20210294600A1
公开(公告)日：2021-09-23
申请号：US16823649
申请日：2020-03-19
Applicant: International Business Machines Corporation
Inventor： Anup Kalia , Jin Xiao , Jinho Hwang , Maja Vukovic , John Rofrano
Abstract: 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.
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公开(公告)号：US11062088B2
公开(公告)日：2021-07-13
申请号：US15838827
申请日：2017-12-12
Applicant: International Business Machines Corporation
Inventor： Nikolaos Anerousis , Anup Kalia , Frederick Yung-Fung Wu , Jin Xiao , Maja Vukovic
Abstract: 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.
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公开(公告)号：US20210118531A1
公开(公告)日：2021-04-22
申请号：US17134686
申请日：2020-12-28
Applicant: International Business Machines Corporation
Inventor： James R. Kozloski , Sara Berger , Anup Kalia , Jeffrey L. Rogers
Abstract: Techniques regarding autonomously updating a participation status of an entity with regards to a clinical trial are provided. For example, one or more embodiments described herein can comprise a system, which can comprise a memory that can store computer executable components. The system can also comprise a processor, operably coupled to the memory, and that can execute the computer executable components stored in the memory. The computer executable components can comprise status component that can update a participation status of an entity regarding a clinical trial based on a trust disposition value. The trust disposition value can be determined using machine learning technology and can be indicative of an expected enrichment contribution associated with the participation status.
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