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:
Aug. 24, 2021

Filed:

Oct. 30, 2018
Applicant:

International Business Machines Corporation, Armonk, NY (US);

Inventors:

Shiwan Zhao, Beijing, CN;

Zhi Qiao, Beijing, CN;

Zhi Hu Wang, Beijing, CN;

Li Zhang, Beijing, CN;

Zhong Su, Beijing, CN;

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06F 16/00 (2019.01); G06F 16/2457 (2019.01); G06F 7/14 (2006.01); G06F 16/56 (2019.01); G06F 16/9535 (2019.01);
U.S. Cl.
CPC ...
G06F 16/24578 (2019.01); G06F 7/14 (2013.01); G06F 16/56 (2019.01); G06F 16/9535 (2019.01);
Abstract

A computer-implemented method for implementing separated attention on like and dislike items for personalized ranking includes performing an element-wise product on a user embedding and a final like item embedding to generate a first vector. The method further includes performing an element-wise product on the user embedding and a final dislike item embedding to generate a second vector. The method further includes computing a probability that the user prefers the like item to the dislike item based on the first and second vectors, and generating one or more item recommendations including one or more electronic images for the user using the probability.


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