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:
Mar. 31, 2020

Filed:

Jul. 25, 2017
Applicants:

Guanglei Zhang, Beijing, CN;

Jichuan Zheng, Beijing, CN;

Bin Dong, Beijing, CN;

Yixuan Tong, Beijing, CN;

Inventors:

Guanglei Zhang, Beijing, CN;

Jichuan Zheng, Beijing, CN;

Bin Dong, Beijing, CN;

Yixuan Tong, Beijing, CN;

Assignee:

Ricoh Company, Ltd., Tokyo, JP;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06Q 30/00 (2012.01); G06Q 30/02 (2012.01); G06N 5/02 (2006.01); G06Q 30/06 (2012.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G06Q 30/0201 (2013.01); G06N 5/022 (2013.01); G06Q 30/0631 (2013.01); G06N 20/00 (2019.01);
Abstract

User behavior analysis method and device are disclosed. The method comprises: obtaining a behavior record of users regarding commodities; acquiring, by determining a commodity feature vector in a predetermined commodity feature space of each of the commodities, a commodity feature matrix consisting of the commodity feature vectors of the commodities; for each of the users, calculating, based on a sub behavior record of the corresponding user regarding each of the commodities, a preference score of the corresponding user regarding each of the commodities, so as to get a score matrix composed of the preference scores of the users regarding the commodities; and for each of the users, determining, based on a regularized least squares based solution of a difference function of the score matrix and a prediction matrix, a user feature vector of the corresponding user in its related predetermined commodity feature space.


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