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. 30, 2025

Filed:

May. 12, 2021
Applicant:

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

Inventors:

Ninghao Liu, College Station, TX (US);

Yong Ge, Tucson, AZ (US);

Li Li, San Jose, CA (US);

Xia Hu, College Station, TX (US);

Rui Chen, Sunnyvale, CA (US);

Soo-Hyun Choi, Kyonggi, KR;

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 5/046 (2023.01); G06N 5/022 (2023.01); G06Q 30/0201 (2023.01); G06Q 30/0601 (2023.01);
U.S. Cl.
CPC ...
G06N 5/046 (2013.01); G06N 5/022 (2013.01); G06Q 30/0201 (2013.01); G06Q 30/0631 (2013.01);
Abstract

A method includes obtaining, by an electronic device, an interpretation hierarchy generated based on a knowledge graph and behavioral data. The method also includes performing, by the electronic device, graph convolution operations on the interpretation hierarchy to generate one or more embeddings. The method further includes generating, by the electronic device, a recommendation based at least in part on associations between the one or more embeddings. In addition, the method includes providing, by the electronic device, an explanation corresponding to the recommendation.


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