Patents by Inventor Gilbert S. Haugh

Gilbert S. Haugh 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).

  • Determining impact of features on individual prediction of machine learning based models
    Patent number: 11468364
    Abstract: A system trains a machine learning based model to predict the likelihood of an outcome for an entity, for example, a user. The system determines, for a particular prediction for a user, feature impact scores that indicate how each feature of the user impacted the prediction for that user. The feature impact scores are ranked to determine top driver features for the user that had the highest impact on the prediction. The system generates a human understandable description for the top driver features. The system provides the generated description for the top driver features for display, for example, via a user interface.
    Type: Grant
    Filed: September 9, 2019
    Date of Patent: October 11, 2022
    Assignee: Humana Inc.
    Inventors: Molu Shi, Gilbert S. Haugh, Harpreet Singh
  • DETERMINING IMPACT OF FEATURES ON INDIVIDUAL PREDICTION OF MACHINE LEARNING BASED MODELS
    Publication number: 20210073672
    Abstract: A system trains a machine learning based model to predict the likelihood of an outcome for an entity, for example, a user. The system determines, for a particular prediction for a user, feature impact scores that indicate how each feature of the user impacted the prediction for that user. The feature impact scores are ranked to determine top driver features for the user that had the highest impact on the prediction. The system generates a human understandable description for the top driver features. The system provides the generated description for the top driver features for display, for example, via a user interface.
    Type: Application
    Filed: September 9, 2019
    Publication date: March 11, 2021
    Inventors: Molu Shi, Gilbert S. Haugh, Harpreet Singh