公开(公告)号：US11263223B2

公开(公告)日：2022-03-01

申请号：US16168129

申请日：2018-10-23

Applicant: INTERNATIONAL BUSINESS MACHINES CORPORATION

Inventor： Jian Min Jiang ,  En Liang Xu ,  Bibo Hao ,  Eryu Xia ,  Jing Li ,  Ke Wang

IPC: G06F16/2457 ,  G06N5/02 ,  G06N20/00 ,  G06F16/28

Abstract: Methods and systems for using machine learning to determine electronic document similarity include extracting entities and corresponding relationships from each of two electronic documents of a corpus of electronic documents based on word embedding, computing an entity distance between the extracted entities and a relationship distance between the extracted relationships based on knowledge graph embedding, combining the entity and relationship distances to generate a similarity score between the electronic documents, and implementing the similarity score to perform a task associated with the electronic documents.

公开(公告)号：US11056822B2

公开(公告)日：2021-07-06

申请号：US16519805

申请日：2019-07-23

Applicant: International Business Machines Corporation

Inventor： Jian Wang ,  Jing Li ,  Jian Min Jiang ,  Ke Wang ,  Zi Ming Huang

IPC: H01R13/514 ,  H01R13/11 ,  H01R13/04

Abstract: A method and apparatus for providing power includes a power socket module having a first conducting layer and a second conducting layer. An insulating layer may be positioned in between the first and second conducting layers. A plug includes a first prong having a first length and second prong having a second length, where the first length is longer than the second length. When the plug is plugged into the power socket module, the first prong electrically couples to the second conducting layer, and the second prong electrically couples to the first conducting layer.

公开(公告)号：US10881463B2

公开(公告)日：2021-01-05

申请号：US15690436

申请日：2017-08-30

Applicant: International Business Machines Corporation

Inventor： Jing Mei ,  Shi Wan Zhao ,  Gang Hu ,  Jing Li ,  Eryu Xia ,  En Liang Xu

IPC: G06N3/08 ,  G16H50/50 ,  G06N3/04 ,  G06N3/00 ,  G16H50/20 ,  A61B34/10 ,  G06F19/00 ,  G06F16/903

Abstract: Patient treatment may be optimized using Recurrent Neural Network (RNN) based state simulation and Reinforcement learning (RL) techniques to simulate future states and actions. A RNN state simulator and a RL action generator may be trained using patient data such as historical states and actions. The RL action generator may be optimized by applying the RNN state simulator to simulating future states and applying the RL action generator to generate recommended actions based on the simulated future states. This process may be iteratively performed until a computational convergence is reached by the RL action generator which may indicate that the RL action generator has been optimized. A patient state may be fed into the optimized RL action generator to generate an optimal recommended treatment action.

公开(公告)号：US10664336B2

公开(公告)日：2020-05-26

申请号：US15278857

申请日：2016-09-28

Applicant: International Business Machines Corporation

Inventor： Jing Li ,  Qi Cheng Li ,  Jian Wang ,  Guan Qun Zhang

IPC: G06F11/26 ,  G06F11/07

Abstract: A method, system, and computer program product, include obtain values of one or more variables from a plurality of log instances of a first format of an application, extract one or more features for each of the variables based on the obtained values, and determine a type for each of the variables by feeding the extracted features to a classifier trained by a plurality of log instances of a second format of the application.

公开(公告)号：US10594772B2

公开(公告)日：2020-03-17

申请号：US15794302

申请日：2017-10-26

Applicant: International Business Machines Corporation

Inventor： Feng Gao ,  Peng Hui Jiang ,  Jing Li ,  Qin Li ,  Guang H. Sui ,  Bin Xu ,  Jian Hua Zhang

IPC: H04L29/08 ,  H04L29/06

Abstract: A method for distributed file transfers with high performance and reliability includes creating, on a first Trivial File Transfer Protocol (TFTP) server, a global cache, where the global cache is used to store up to a first portion of a data file. The method further includes storing, on the first TFTP server, in the global cache, one or more continuous data blocks that have exceeded a defined first request rate threshold, where the one or more continuous data blocks make up a subset of the data blocks of the first portion of the data file. The method further includes predicting, on the first TFTP server, a next data block in the data file to be stored in the global cache and in response to predicting the next data block, storing, on the first TFTP server, the next data block in the global cache.

公开(公告)号：US10452987B2

公开(公告)日：2019-10-22

申请号：US14748867

申请日：2015-06-24

Applicant: International Business Machines Corporation

Inventor： Jing Li ,  Xiang Li ,  Haifeng Liu ,  Guo Tong Xie ,  Yi Qin Yu ,  Shi Lei Zhang

IPC: G06N7/00

Abstract: A method for detecting deviations between an event log and a process model includes converting the process model into a probability process model, the probability process model comprising multiple nodes in multiple hierarchies and probability distribution associated with the multiple nodes, a leaf node among the multiple nodes corresponding to an activity in the process model; detecting differences between at least one event sequence contained in the event log and the probability process model according to a correspondence relationship; and identifying the differences as the deviations in response to the differences exceeding a predefined threshold; wherein the correspondence relationship describes a correspondence relationship between an event in one event sequence of the at least one event sequence and a leaf node in the probability process model.

公开(公告)号：US10417569B2

公开(公告)日：2019-09-17

申请号：US14598655

申请日：2015-01-16

Applicant: International Business Machines Corporation

Inventor： Jing Li ,  Xiang Li ,  Haifeng Liu ,  Guo Tong Xie ,  Yi Qin Yu ,  Shi Lei Zhang

IPC: G06F9/44 ,  G06N7/02 ,  G06N7/00

Abstract: A method for detecting deviations between an event log and a process model includes converting the process model into a probability process model, the probability process model comprising multiple nodes in multiple hierarchies and probability distribution associated with the multiple nodes, a leaf node among the multiple nodes corresponding to an activity in the process model; detecting differences between at least one event sequence contained in the event log and the probability process model according to a correspondence relationship; and identifying the differences as the deviations in response to the differences exceeding a predefined threshold; wherein the correspondence relationship describes a correspondence relationship between an event in one event sequence of the at least one event sequence and a leaf node in the probability process model.

公开(公告)号：US10225321B2

公开(公告)日：2019-03-05

申请号：US15955791

申请日：2018-04-18

Applicant: International Business Machines Corporation

Inventor： Feng Gao ,  Peng Hui Jiang ,  Jing Li ,  Qin Li ,  Guang H. Sui ,  Bin Xu ,  Jian Hua Zhang

IPC: G06F15/16 ,  H04L29/08 ,  H04L29/06

Abstract: A method for distributed file transfers with high performance and reliability includes creating, on a first Trivial File Transfer Protocol (TFTP) server, a global cache, where the global cache is used to store up to a first portion of a data file. The method further includes storing, on the first TFTP server, in the global cache, one or more continuous data blocks that have exceeded a defined first request rate threshold, where the one or more continuous data blocks make up a subset of the data blocks of the first portion of the data file. The method further includes predicting, on the first TFTP server, a next data block in the data file to be stored in the global cache and in response to predicting the next data block, storing, on the first TFTP server, the next data block in the global cache.

公开(公告)号：US10218774B2

公开(公告)日：2019-02-26

申请号：US15956122

申请日：2018-04-18

Applicant: International Business Machines Corporation

Inventor： Feng Gao ,  Peng Hui Jiang ,  Jing Li ,  Qin Li ,  Guang H. Sui ,  Bin Xu ,  Jian Hua Zhang

IPC: G06F15/16 ,  H04L29/08 ,  H04L29/06

Abstract: A method for distributed file transfers with high performance and reliability includes creating, on a first Trivial File Transfer Protocol (TFTP) server, a global cache, where the global cache is used to store up to a first portion of a data file. The method further includes storing, on the first TFTP server, in the global cache, one or more continuous data blocks that have exceeded a defined first request rate threshold, where the one or more continuous data blocks make up a subset of the data blocks of the first portion of the data file. The method further includes predicting, on the first TFTP server, a next data block in the data file to be stored in the global cache and in response to predicting the next data block, storing, on the first TFTP server, the next data block in the global cache.

公开(公告)号：US20180227357A1

公开(公告)日：2018-08-09

申请号：US15955791

申请日：2018-04-18

Applicant: International Business Machines Corporation

Inventor： Feng Gao ,  Peng Hui Jiang ,  Jing Li ,  Qin Li ,  Guang H. Sui ,  Bin Xu ,  Jian Hua Zhang

IPC: H04L29/08 ,  H04L29/06

CPC classification number: H04L67/06 ,  H04L67/10 ,  H04L67/2842 ,  H04L67/42

Abstract: A method for distributed file transfers with high performance and reliability includes creating, on a first Trivial File Transfer Protocol (TFTP) server, a global cache, where the global cache is used to store up to a first portion of a data file. The method further includes storing, on the first TFTP server, in the global cache, one or more continuous data blocks that have exceeded a defined first request rate threshold, where the one or more continuous data blocks make up a subset of the data blocks of the first portion of the data file. The method further includes predicting, on the first TFTP server, a next data block in the data file to be stored in the global cache and in response to predicting the next data block, storing, on the first TFTP server, the next data block in the global cache.