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.
Patent No.:
Date of Patent:
Feb. 22, 2022
Filed:
May. 19, 2021
National University of Defense Technology, Hunan, CN;
Fei Cai, Hunan, CN;
Wanyu Chen, Hunan, CN;
Zhiqiang Pan, Hunan, CN;
Yitong Wang, Hunan, CN;
Chengyu Song, Hunan, CN;
Yanxiang Ling, Hunan, CN;
Xin Zhang, Hunan, CN;
Honghui Chen, Hunan, CN;
National University of Defense Technology, Changsha, CN;
Abstract
The present disclosure provides an item recommendation method and system based on a user intention in a conversation session. In this method, a current conversation session is encoded by use of items of prior time sequence and the last item so as to generate an accurate conversation session representation which is then used to perform initial item prediction as a user intention. Afterwards, an intention-guided neighbor detector is used to locate an accurate neighbor conversation session. Finally, the current conversation session and the neighbor conversation session representations are combined adaptively by a gated mixed layer to generate the final item recommendation, so as to effectively improve the accuracy of item recommendation.