Patents by Inventor JOHN FRANCIS ARACKAPARAMBIL

JOHN FRANCIS ARACKAPARAMBIL 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).

  • Continual learning in slowly-varying environments
    Patent number: 10783449
    Abstract: An approach for continual learning in slowly-varying environments is provided. The approach receives one or more action requests from a decision agent. The approach deploys a first model to a decision engine. The approach initiates an observation period. The approach builds a second model, in which the second model comprises collected transaction data from the observation period. The approach initiates a test period. The approach determines a performance score for the first model and a performance score for the second model. The approach selects the model providing an optimized action.
    Type: Grant
    Filed: October 11, 2016
    Date of Patent: September 22, 2020
    Assignee: SAMSUNG SDS AMERICA, INC.
    Inventors: Kannan Parthasarathy, Girish Kathalagiri Somashekariah, John Francis Arackaparambil
  • CONTINUAL LEARNING IN SLOWLY-VARYING ENVIRONMENTS
    Publication number: 20170103341
    Abstract: An approach for continual learning in slowly-varying environments is provided. The approach receives one or more action requests from a decision agent. The approach deploys a first model to a decision engine. The approach initiates an observation period. The approach builds a second model, in which the second model comprises collected transaction data from the observation period. The approach initiates a test period. The approach determines a performance score for the first model and a performance score for the second model. The approach selects the model providing an optimized action.
    Type: Application
    Filed: October 11, 2016
    Publication date: April 13, 2017
    Applicant: SAMSUNG SDS AMERICA, INC.
    Inventors: KANNAN PARTHASARATHY, GIRISH KATHALAGIRI SOMASHEKARIAH, JOHN FRANCIS ARACKAPARAMBIL