Patents by Inventor John Edward Refila

John Edward Refila 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: 11423501
    Abstract: Techniques for training and evaluating machine-learning models for providing student guidance are described herein. In some embodiments, a network service generates a set of clusters that group a plurality of students by similarity. The network service trains a machine-learning model based on variances in outcomes and actions leading to the outcomes for students that belong to a same cluster in the set of clusters. The network service evaluates the machine-learning model for a student that has been mapped to the same cluster to identify at least one action that the student has not performed that is predictive of an optimal outcome for other students that belong to the same cluster. Responsive to evaluating the machine-learning model, the network service presents, through an interface, a recommendation that the student perform the at least one action.
    Type: Grant
    Filed: September 10, 2019
    Date of Patent: August 23, 2022
    Assignee: Oracle International Corporation
    Inventors: John Edward Refila, Christopher Stanwood Thompson, Desiree Carvalho Dreszer, Nyeri Leah Osibin, Michael Rene Lauria, Alexander Winfield Thompson
  • Publication number: 20200134759
    Abstract: Techniques for training and evaluating machine-learning models for providing student guidance are described herein. In some embodiments, a network service generates a set of clusters that group a plurality of students by similarity. The network service trains a machine-learning model based on variances in outcomes and actions leading to the outcomes for students that belong to a same cluster in the set of clusters. The network service evaluates the machine-learning model for a student that has been mapped to the same cluster to identify at least one action that the student has not performed that is predictive of an optimal outcome for other students that belong to the same cluster. Responsive to evaluating the machine-learning model, the network service presents, through an interface, a recommendation that the student perform the at least one action.
    Type: Application
    Filed: September 10, 2019
    Publication date: April 30, 2020
    Applicant: Oracle International Corporation
    Inventors: John Edward Refila, Christopher Stanwood Thompson, Desiree Carvalho Dreszer, Nyeri Leah Osibin, Michael Rene Lauria, Alexander Winfield Thompson
  • Patent number: D935484
    Type: Grant
    Filed: May 24, 2019
    Date of Patent: November 9, 2021
    Assignee: Oracle International Corporation
    Inventors: Alexander Winfield Thompson, John Edward Refila, Christopher Stanwood Thompson, Nyeri Leah Osibin, Desiree Carvalho Dreszer, Michael Rene Lauria
  • Patent number: D962245
    Type: Grant
    Filed: April 23, 2019
    Date of Patent: August 30, 2022
    Assignee: Oracle International Corporation
    Inventors: Alexander Winfield Thompson, John Edward Refila, Christopher Stanwood Thompson, Nyeri Leah Osibin, Desiree Carvalho Dreszer, Michael Rene Lauria