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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.

Patent No.:

US 12657599 B1

PDFFull Text
Date of Patent:
Jun. 16, 2026

Filed:

Oct. 26, 2023

Personalized recommendation systems to remediate inefficiencies in user behavior

Applicant:

Teachers Insurance and Annuity Association of America, New York, NY (US);

Inventors:

Sastry Vsm Durvasula, Phoenix, AZ (US);

Thasunda Brown Duckett, Greenwich, CT (US);

Swatee Singh, Livingston, NJ (US);

Rares Ioan Almasan, Paradise Valley, AZ (US);

Assignee:

TEACHERS INSURANCE AND ANNUITY ASSOCIATION OF AMERICA, New York, NY (US);

Attorney:

MARSHALL, GERSTEIN & BORUN LLP

Primary Examiner:

Marilyn G Macasiano

Int. Cl.
CPC ...
G06Q 30/02 (2023.01); G06N 5/022 (2023.01); G06Q 30/0207 (2023.01); G09B 19/00 (2006.01); G06Q 10/1057 (2023.01); G06Q 40/06 (2012.01);
U.S. Cl.
CPC ...
G06Q 30/0215 (2013.01); G06N 5/022 (2013.01); G09B 19/00 (2013.01); G06Q 10/1057 (2013.01); G06Q 40/06 (2013.01);
Abstract

A method for generating predictive and event-based action recommendations includes receiving, from at least one data source, input data representative of a user; generating, using a first machine learning model, a user behavior pattern for the user based on the input data representative of the user; classifying the user behavior pattern based on one or more personas representative of user characteristics; identifying, based on at least the input data and the one or more personas, an inefficiency in the user behavior pattern impacting a goal of the user; and generating, using a second machine learning model, a personalized recommendation for the user to remediate the inefficiency.

Find Patent Forward Citations

Durvasula, Sastry. (2026). Personalized recommendation systems to remediate inefficiencies in user behavior (U.S. Patent No. 12657599). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12657599

Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile

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