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. 16, 2025

Filed:

May. 20, 2021
Applicant:

Samsung Electronics Co., Ltd., Suwon-si, KR;

Inventors:

James Russell Geraci, Suwon-si, KR;

Francisco Pena, Dublin, IE;

Aonghus Lawlor, Dublin, IE;

Barry Smyth, Dublin, IE;

Ilias Tragos, Dublin, IE;

Neil Hurley, Dublin, IE;

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 40/30 (2020.01); G06F 17/16 (2006.01); G06F 40/216 (2020.01); G06F 40/284 (2020.01); G06N 3/08 (2023.01);
U.S. Cl.
CPC ...
G06F 40/216 (2020.01); G06F 40/284 (2020.01);
Abstract

An electronic device and a controlling method thereof are provided. The electronic device includes a memory and a processor configured to obtain importance data representing an importance of each of a plurality of words included in the text data using text data related to a plurality of items written by a plurality of users, obtain a topic model representing a relationship between a topic and a word by applying a topic modelling algorithm to the obtained importance data, obtain preference data representing preference of each of the plurality of users for the topic and relationship data representing a relationship between the plurality of items and the topic, based on the obtained topic model, and train a recommendation model to output result data including an estimated preference for the plurality of items of the plurality of users, based on the preference data and the relationship data.


Find Patent Forward Citations

Geraci, James. (2025). Training recommendation model based on topic model and word importance (U.S. Patent No. 12417344). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12417344

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

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