Patents by Inventor Gautam V. Pendse

Gautam V. Pendse 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).

  • Systems and methods for robust feature selection
    Patent number: 11410073
    Abstract: A device may generate an objective function for determining weights for potential features corresponding to training data. The objective function may be generated using a robust loss function such that the objective function is at least continuously twice differentiable. The objective function may comprise a neighborhood component analysis objective function that includes the robust loss function. The device may determine the weights for the potential features using the objective function. The determining may comprise optimizing a value of the objective function for each potential feature. The weights may represent predictive powers of corresponding potential features. The device may provide the weights for the potential features.
    Type: Grant
    Filed: May 31, 2017
    Date of Patent: August 9, 2022
    Assignee: The MathWorks, Inc.
    Inventors: Ilya V. Narsky, Gautam V. Pendse