Patents by Inventor Suresh Challiyil

Suresh Challiyil 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).

  • SAMPLING TECHNIQUE FOR DATA CLUSTERING
    Publication number: 20240020332
    Abstract: Techniques and solutions are described for clustering, with reduced memory consumption, observations in a data set. A first observation is received. A distance is determined between the first observation and a first cluster. It is determined that the distance satisfies a threshold, and the first observation is added to a first sample of the first cluster. A first set of means is calculated for the first sample using data of the first observations and data of at least a second observation of the first sample. A second set of means is calculated for the plurality of elements for the first cluster using the first set of means for the first sample and at least a third set of means for at least a second sample of the first cluster. An identifier of the first observation is added to a collection of observation identifiers classified in the first cluster.
    Type: Application
    Filed: September 27, 2023
    Publication date: January 18, 2024
    Applicant: Microsoft Technology Licensing, LLC
    Inventor: Suresh Challiyil
  • Sampling technique for data clustering
    Patent number: 11816148
    Abstract: Techniques and solutions are described for clustering, with reduced memory consumption, observations in a data set. A first observation is received. A distance is determined between the first observation and a first cluster. It is determined that the distance satisfies a threshold, and the first observation is added to a first sample of the first cluster. A first set of means is calculated for the first sample using data of the first observations and data of at least a second observation of the first sample. A second set of means is calculated for the plurality of elements for the first cluster using the first set of means for the first sample and at least a third set of means for at least a second sample of the first cluster. An identifier of the first observation is added to a collection of observation identifiers classified in the first cluster.
    Type: Grant
    Filed: June 17, 2022
    Date of Patent: November 14, 2023
    Assignee: Microsoft Technology Licensing, LLC
    Inventor: Suresh Challiyil