Patents by Inventor Elizabeth Beam

Elizabeth Beam 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).

  • Machine learning based generation of ontology for structural and functional mapping
    Patent number: 11526808
    Abstract: A method may include applying, to a corpus of data, a first machine learning technique to identify candidate domains of an ontology mapping brain structure to mental function. The corpus of data may include textual data describing a plurality of mental functions and spatial data corresponding to a plurality of brain structures. A second machine technique may be applied to optimize a quantity of domains included in the ontology and/or a quantity of mental function terms included in each domain. The ontology may be applied to phenotype an electronic medical record and predict a clinical outcome for a patient associated with the electronic medical record. Related systems and articles of manufacture, including computer program products, are also provided.
    Type: Grant
    Filed: May 29, 2020
    Date of Patent: December 13, 2022
    Assignees: The Board of Trustees of the Leland Stanford Junior University, The United States Government as Represented by the Department of Veterans Affairs
    Inventors: Amit Etkin, Elizabeth Beam
  • MACHINE LEARNING BASED GENERATION OF ONTOLOGY FOR STRUCTURAL AND FUNCTIONAL MAPPING
    Publication number: 20200401938
    Abstract: A method may include applying, to a corpus of data, a first machine learning technique to identify candidate domains of an ontology mapping brain structure to mental function. The corpus of data may include textual data describing a plurality of mental functions and spatial data corresponding to a plurality of brain structures. A second machine technique may be applied to optimize a quantity of domains included in the ontology and/or a quantity of mental function terms included in each domain. The ontology may be applied to phenotype an electronic medical record and predict a clinical outcome for a patient associated with the electronic medical record. Related systems and articles of manufacture, including computer program products, are also provided.
    Type: Application
    Filed: May 29, 2020
    Publication date: December 24, 2020
    Inventors: Amit Etkin, Elizabeth Beam