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. 05, 2023

Filed:

Feb. 06, 2023
Applicants:

Shandong Artificial Intelligence Institute, Jinan, CN;

Qilu University of Technology, Jinan, CN;

Shandong Computer Science Center (National Supercomputer Center IN Jinan), Jinan, CN;

Inventors:

Minglei Shu, Jinan, CN;

Muchen Wang, Jinan, CN;

Yinglong Wang, Jinan, CN;

Zhao Li, Jinan, CN;

Tianlei Gao, Jinan, CN;

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 16/9535 (2019.01); G06Q 50/00 (2012.01);
U.S. Cl.
CPC ...
G06F 16/9535 (2019.01); G06Q 50/01 (2013.01);
Abstract

A personalized comment recommendation method based on a link prediction model of a graph bidirectional aggregation network. In a user-comment bipartite graph, comment features are aggregated into a user feature. A social network is used to fuse a neighbor feature of a user to obtain an embedding representation of the user. The embedding representation of the user is aggregated into a comment after an original feature of the user is removed, and the embedding representation of the user is adjusted based on a difference before and after comment aggregation. On this basis, a forwarding network is used to calculate a score of an edge based on an inner product of user node features at both ends of the edge, and finally make a recommendation based on the score. Furthermore, a recommendation system converts a comment recommendation task into a link prediction task between users in a small range.


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