Joint embedding of corpus pairs for domain mapping

  • US 10,642,919 B2
  • Filed: 08/18/2016
  • Issued: 05/05/2020
  • Est. Priority Date: 08/18/2016
  • Status: Active Grant
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First Claim
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1. A system, comprising:

  • a memory that stores computer executable components; and

    a processor that executes the computer executable components stored in the memory, wherein the computer executable components comprise;

    a first learning component that;

    generates a first embedded representation of a profile term of first profile terms associated with a user identity profile, via a trained model, wherein the first terms are associated with the user identity profile of a first domain corpus;

    a second learning component that;

    generates a second embedded representation of second terms, associated with a second domain corpus, via the trained model;

    an identification component that;

    compares the profile term to the second terms to determine an affinity value based on a joint embedding of the first embedded representation and the second embedded representation, resulting in a comparison data;

    maps the profile term to the second terms resulting in mapped data; and

    outputs the mapped data to user identity profiles to facilitate aggregation, across the user identity profiles, of a scoring value associated with specific terms, wherein the scoring value comprises a term collection ranking in descending or ascending order, wherein the terms of the term collection ranking are ranked based on the scoring value;

    a joint embedding component that;

    based on the affinity value, generates display data associated with the comparison data for display via a webpage.

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