The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Jul. 08, 2025

Filed:

May. 04, 2021
Applicant:

Optum, Inc., Minnetonka, MN (US);

Inventors:

Daniel G. McCreary, St. Louis Park, MN (US);

Parker J. Erickson, Plymouth, MN (US);

Mark G. Megerian, Rochester, MN (US);

Alex Li, Maple Grove, MN (US);

Assignee:

OPTUM, INC., Minnetonka, MN (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06N 5/02 (2023.01); G06N 5/04 (2023.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06N 5/027 (2013.01); G06N 5/04 (2013.01);
Abstract

There is a need for faster and more accurate predictive data analysis steps/operations. This need can be addressed by, for example, techniques for efficient predictive data analysis steps/operations. In one example, a method includes identifying a first predictive entity embedding for the first predictive entity and a second predictive entity embedding for a second predictive entity; determining, using a similarity determination machine learning model and based at least in part on the first predictive entity embedding and the second predictive entity embedding, a predicted cross-entity similarity measure; and performing one or more prediction-based actions based at least in part on the predicted cross-entity similarity measure.


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