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:
May. 18, 2021

Filed:

Aug. 30, 2018
Applicant:

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

Inventors:

Shiwan Zhao, Beijing, CN;

Meng Ting Hu, Tianjin, CN;

Li Zhang, Beijing, CN;

Zhi Hu Wang, Beijing, CN;

Zhong Su, Beijing, CN;

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06F 17/27 (2006.01); G06F 40/30 (2020.01); G06N 3/08 (2006.01);
U.S. Cl.
CPC ...
G06F 40/30 (2020.01); G06N 3/08 (2013.01);
Abstract

A computer-implemented method is presented for implementing multi-aspect sentiment analysis by collaborative attention allocation. The method includes extracting a sequence of word vectors from a sentence received from a data stream, feeding the sequence of word vectors to long short-term memory (LSTM) neural networks to generate a sequence of hidden states corresponding to the sequence of word vectors, generating a plurality of aspect embedding vectors for each aspect, employing an attention mechanism to determine attention weight vectors concurrently for all aspects, and outputting predicted sentiments for each aspect of the sentence to a user interface of a computing device.


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