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:
Dec. 19, 2023

Filed:

Jun. 30, 2021
Applicant:

Express Scripts Strategic Development, Inc., St. Louis, MO (US);

Inventors:

Pritesh J. Shah, Paramus, NJ (US);

Christopher R. Markson, Hawthorne, NJ (US);

Logan R. Meltabarger, St. Charles, MO (US);

Assignee:
Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G16H 50/20 (2018.01); G06Q 50/22 (2018.01); G16H 10/60 (2018.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G16H 50/20 (2018.01); G06N 20/00 (2019.01); G06Q 50/22 (2013.01); G16H 10/60 (2018.01);
Abstract

A method includes defining model attributes of a machine model that organizes feedback data into topic groups based on similarities in concepts in the feedback data. The model attributes include a topic model number that defines how many topic groups are to be created, a hyperparameter optimization alpha value, and/or a hyperparameter optimization beta value. The method also includes generating the machine model using the model attributes that are defined and the feedback data, and applying the machine model to the feedback data to divide different portions of the feedback data into the different topic groups based on contents of the feedback data, the topic model number, the hyperparameter optimization alpha value, and/or the hyperparameter optimization beta value.


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