Patents by Inventor Huy Le Nguyen

Huy Le Nguyen 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).

  • Regression using M-estimators and polynomial kernel support vector machines and principal component regression
    Patent number: 9658987
    Abstract: Embodiments of the invention relate to sketching for M-estimators for performing regression. One embodiment includes providing one or more sets of input data. A matrix A and a vector b are generated using the input data. A processor device is used for processing the matrix A and the vector b based on a randomized sketching matrix S. A vector x that minimizes a normalized measure function is determined based on the matrix A and the vector b. A relationship between the input data is determined based on the vector x.
    Type: Grant
    Filed: May 15, 2014
    Date of Patent: May 23, 2017
    Assignee: International Business Machines Corporation
    Inventors: Haim Avron, Kenneth L. Clarkson, Huy Le Nguyen, David P. Woodruff
  • REGRESSION USING M-ESTIMATORS AND POLYNOMIAL KERNEL SUPPORT VECTOR MACHINES AND PRINCIPAL COMPONENT REGRESSION
    Publication number: 20150331835
    Abstract: Embodiments of the invention relate to sketching for M-estimators for performing regression. One embodiment includes providing one or more sets of input data. A matrix A and a vector b are generated using the input data. A processor device is used for processing the matrix A and the vector b based on a randomized sketching matrix S. A vector x that minimizes a normalized measure function is determined based on the matrix A and the vector b. A relationship between the input data is determined based on the vector x.
    Type: Application
    Filed: May 15, 2014
    Publication date: November 19, 2015
    Applicant: International Business Machines Corporation
    Inventors: Haim Avron, Kenneth L. Clarkson, Huy Le Nguyen, David P. Woodruff