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:
Sep. 08, 2026

Filed:

Dec. 04, 2023
Applicant:

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

Inventors:

Chenwei Liu, Rockville, MD (US);

Xianshi Wei, Bayside, NY (US);

Ayush Tomar, Morgan Hill, CA (US);

Vinit Garg, Fremont, CA (US);

Assignee:

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

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 40/274 (2020.01); G06F 16/332 (2019.01);
U.S. Cl.
CPC ...
G06F 40/274 (2020.01); G06F 16/3322 (2019.01);
Abstract

Various embodiments of the present disclosure provide methods, apparatus, systems, computing devices, computing entities, and/or the like for providing suggestion keywords based on historical search data of a user by: generating one or more keyword feature vectors associated with a plurality of keywords from a list of suggestion keywords, generating one or more personalized feature vectors associated with the user based on search session data, generating a plurality of predictions of the user selecting the plurality of keywords based on the one or more keyword feature vectors and the one or more personalized feature vectors, assigning a plurality of rankings to the plurality of keywords based on the plurality of prediction probabilities, and generating one or more typeahead suggestion keywords based on the plurality of rankings.


Find Patent Forward Citations

Liu, Chenwei. (2026). Machine learning techniques for predicting and ranking typeahead query suggestion keywords based on user click feedback (U.S. Patent No. 12730966). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12730966

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

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