Patents by Inventor Meichi Maggie Lin

Meichi Maggie Lin 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).

  • Patent number: 11743133
    Abstract: A method includes generating a plurality of vectors representing words in a plurality of documents about an information technology (IT) system and clustering the plurality of vectors to produce a plurality of clusters. The method also includes identifying a cluster of the plurality of clusters that contains a plurality of clustered vectors, generating a feature based on a plurality of words represented by the plurality of clustered vectors, and training a machine learning model to identify an anomaly in the IT system based on the feature.
    Type: Grant
    Filed: September 14, 2021
    Date of Patent: August 29, 2023
    Assignee: International Business Machines Corporation
    Inventors: Ke Wei Wei, Wei Liu, Guo Ran Sun, Shuang YS Yu, Meichi Maggie Lin, Yi Dai
  • Publication number: 20230078661
    Abstract: A method includes generating a plurality of vectors representing words in a plurality of documents about an information technology (IT) system and clustering the plurality of vectors to produce a plurality of clusters. The method also includes identifying a cluster of the plurality of clusters that contains a plurality of clustered vectors, generating a feature based on a plurality of words represented by the plurality of clustered vectors, and training a machine learning model to identify an anomaly in the IT system based on the feature.
    Type: Application
    Filed: September 14, 2021
    Publication date: March 16, 2023
    Inventors: Ke Wei WEI, Wei LIU, Guo Ran SUN, Shuang YS YU, Meichi Maggie LIN, Yi DAI
  • Publication number: 20220318652
    Abstract: An approach is provided in which a method, system, and program product analyze, while training a machine learning model, a set of first data transformation operators in a first data preparation pipeline that generates a plurality of constructed features from a set of training data. The method, system, and program product create a plurality of second data preparation pipelines from the first data preparation pipeline, wherein the set of first data transformation operators are converted to a set of second data transformation operators and each assigned to one of the plurality of second data preparation pipelines. The method, system, and program product deploy the plurality of second data preparation pipelines to a runtime system.
    Type: Application
    Filed: March 31, 2021
    Publication date: October 6, 2022
    Inventors: Ke Wei Wei, Hong Min, Shuang YS Yu, Qi Zhang, Meichi Maggie Lin, Peter Bendel, Heng Liu