Patents by Inventor Varun Tandra

Varun Tandra 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).

  • Patent number: 11830610
    Abstract: A method includes generating an intervention model by determining principal components for features of a training set, associating each feature of the training set with a principal component, selecting features of the training set most highly correlated with principal components, training a machine learning model with at least some of the selected features, and saving the verified trained machine learning model as the intervention model. The method includes determining multiple channel-specific intervention expectations. Each channel-specific intervention expectation indicates a likelihood that the user will take action in response to an intervention being executed using the engagement channel corresponding to the channel-specific intervention expectation. The method includes selecting an intervention and scheduling the selected intervention for execution.
    Type: Grant
    Filed: December 31, 2022
    Date of Patent: November 28, 2023
    Assignee: Express Scripts Strategic Development, Inc.
    Inventors: Amit K. Bothra, Pritesh J. Shah, Christopher G. Lehmuth, Bradley D. Flynn, Varun Tandra
  • Publication number: 20230139811
    Abstract: A method includes generating an intervention model by determining principal components for features of a training set, associating each feature of the training set with a principal component, selecting features of the training set most highly correlated with principal components, training a machine learning model with at least some of the selected features, and saving the verified trained machine learning model as the intervention model. The method includes determining multiple channel-specific intervention expectations. Each channel-specific intervention expectation indicates a likelihood that the user will take action in response to an intervention being executed using the engagement channel corresponding to the channel-specific intervention expectation. The method includes selecting an intervention and scheduling the selected intervention for execution.
    Type: Application
    Filed: December 31, 2022
    Publication date: May 4, 2023
    Inventors: Amit K. Bothra, Pritesh J. Shah, Christopher G. Lehmuth, Bradley D. Flynn, Varun Tandra
  • Patent number: 11545260
    Abstract: A computer-implemented method includes generating an intervention model for a population of users based on engagement data indicating successfulness of prior interventions for each of the population of users. Each prior intervention corresponds to one of multiple engagement channels, and the intervention model includes multiple channel-specific models. The method includes supplying data related to a first user as input to the intervention model to determine multiple channel-specific intervention expectations. Each channel-specific intervention expectation indicates a likelihood that the first user will take action in response to an intervention being executed using the corresponding engagement channel.
    Type: Grant
    Filed: November 11, 2020
    Date of Patent: January 3, 2023
    Assignee: Express Scripts Strategic Development, Inc.
    Inventors: Amit K. Bothra, Pritesh J. Shah, Christopher G. Lehmuth, Bradley D. Flynn, Varun Tandra