公开(公告)号：US11221855B2

公开(公告)日：2022-01-11

申请号：US16811586

申请日：2020-03-06

Applicant: International Business Machines Corporation

Inventor： Jin Xiao ,  Anup Kalia ,  Jinho Hwang ,  Maja Vukovic ,  John Rofrano

IPC: G06F9/44 ,  G06F9/38 ,  G06F9/455 ,  G06F9/50 ,  G06F9/30

Abstract: 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.

公开(公告)号：US11188447B2

公开(公告)日：2021-11-30

申请号：US16294516

申请日：2019-03-06

Applicant: International Business Machines Corporation

Inventor： Anup Kalia ,  Muhammed Fatih Bulut ,  Jinho Hwang ,  Raghav Batta ,  Maja Vukovic ,  Jin Xiao ,  Rohit Madhukar Khandekar

IPC: G06F11/36 ,  G06F8/10 ,  G06K9/62 ,  G06F40/211

Abstract: 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.

公开(公告)号：US11176027B1

公开(公告)日：2021-11-16

申请号：US16855565

申请日：2020-04-22

Applicant: International Business Machines Corporation

Inventor： Jin Xiao ,  Anup Kalia ,  Chen Lin ,  Raghav Batta ,  Saurabh Sinha ,  John Rofrano ,  Maja Vukovic

IPC: G06F11/36 ,  G06F11/32

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.

公开(公告)号：US10984452B2

公开(公告)日：2021-04-20

申请号：US15649272

申请日：2017-07-13

Applicant: International Business Machines Corporation

Inventor： Bhavna Agrawal ,  Nikolaos Anerousis ,  Frank A. Schaffa ,  Jin Xiao

IPC: G06Q30/02 ,  G06N5/04 ,  G06Q50/00

Abstract: Content is selectively provided to users of mobile devices within a venue including an on-site wireless network. User authorization requests and/or user account registration data are transmitted to the on-site wireless network from mobile devices within the venue. Attributes such as user interests and professions, which comprise inferred user profiles, are obtained using the network traffic data. Identities of mobile devices are established based on a combination including two or more of network identifiers, mobile device signatures, and browser signatures. The inferred user profiles are correlated with the mobile device identities. The inferred user profiles are aggregated into user profile groups and then matched with a content provider's intended target profiles. Content is transmitted to the mobile devices corresponding to the intended target profiles and based on correlation of the inferred user profiles with identities of the devices. Inferred user profiles may be verified using social and/or geographical data.

公开(公告)号：US20210012179A1

公开(公告)日：2021-01-14

申请号：US16510657

申请日：2019-07-12

Applicant: International Business Machines Corporation

Inventor： Anup Kalia ,  Tarek Sakakini ,  Yu Deng ,  Jin Xiao ,  Maja Vukovic

IPC: G06N3/04 ,  G06N3/08 ,  G06N5/02 ,  G06F17/28

Abstract: Systems, computer-implemented methods, and computer program products that can facilitate extraction of named entities from document data to support automation applications 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 entity extraction component that extracts, using a first machine learning process, a first data entity and a second data entity from document data indicative of a textual information. The computer executable components can further comprise a relation extraction component that determines, using a second machine learning process, a relation between the first data entity and the second data entity to generate a knowledge data graph used to execute an application associated with natural language processing for the document data.

公开(公告)号：US10803108B2

公开(公告)日：2020-10-13

申请号：US15848589

申请日：2017-12-20

Applicant: International Business Machines Corporation

Inventor： Nikolaos Anerousis ,  Anup Kalia ,  Chen Lin ,  Maja Vukovic ,  Jin Xiao

IPC: G06F16/36 ,  G06K9/62 ,  G06F16/25 ,  G06F16/28 ,  G06F16/22 ,  G06F16/35 ,  G06N3/08 ,  G06N3/04 ,  G06F16/31 ,  G06N5/02 ,  G06F40/30 ,  G06N20/10 ,  G06N7/00

Abstract: Techniques for generating domain and client-specific application program interface recommendations are provided. In one example, a computer-implemented method comprises modifying, by a device operatively coupled to a processor, a description of a client application program interface by removing text data associated with the description of the client application program interface, resulting in a modified description of the client application program interface. The computer-implemented method can further comprise analyzing, by the device, a performance associated with the client application program interface to generate an ontology based on a semantic similarity between the modified description of the client application program interface and one or more previous descriptions of one or more previous client application program interfaces.

公开(公告)号：US20200067798A1

公开(公告)日：2020-02-27

申请号：US16107607

申请日：2018-08-21

Applicant: International Business Machines Corporation

Inventor： Anup Kalia ,  Rohit Madhukar Khandekar ,  Jin Xiao ,  Raghav Batta ,  Maja Vukovic ,  Naga A. Ayachitula

IPC: H04L12/24 ,  G06F17/30 ,  G06Q10/00 ,  G06F15/18

Abstract: One or more embodiments relate to a method and system to compute automation opportunities from change and service tickets. A system, comprises a memory that stores computer executable components; a processor that executes computer executable components stored in the memory, wherein the computer executable components comprise: an ingestion component that receives data and determines automation opportunities for a service catalog; a categorization component that determines domain specific clusters and categories of service or change tickets; a graphing component that generates an action specific semantic graph of service or change ticket offerings; and a mapping component that maps a valid action to a cataloged service or change ticket.

公开(公告)号：US20190188319A1

公开(公告)日：2019-06-20

申请号：US15848589

申请日：2017-12-20

Applicant: International Business Machines Corporation

Inventor： Nikolaos Anerousis ,  Anup Kalia ,  Chen Lin ,  Maja Vukovic ,  Jin Xiao

IPC: G06F17/30 ,  G06F17/27 ,  G06K9/62

Abstract: Techniques for generating domain and client-specific application program interface recommendations are provided. In one example, a computer-implemented method comprises modifying, by a device operatively coupled to a processor, a description of a client application program interface by removing text data associated with the description of the client application program interface, resulting in a modified description of the client application program interface. The computer-implemented method can further comprise analyzing, by the device, a performance associated with the client application program interface to generate an ontology based on a semantic similarity between the modified description of the client application program interface and one or more previous descriptions of one or more previous client application program interfaces.

公开(公告)号：US20190179894A1

公开(公告)日：2019-06-13

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

IPC: G06F17/27 ,  G06F8/70 ,  G06F11/30 ,  G06Q10/06 ,  G06F9/445

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.

公开(公告)号：US20190173813A1

公开(公告)日：2019-06-06

申请号：US15832330

申请日：2017-12-05

Applicant: International Business Machines Corporation

Inventor： Constantin Mircea Adam ,  Muhammed Fatih Bulut ,  Richard Baxter Hull ,  Anup Kalia ,  Maja Vukovic ,  Jin Xiao

IPC: H04L12/58 ,  G06N5/02 ,  G06F17/27 ,  G06F17/30 ,  G06Q10/10

Abstract: 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.