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author:

Liao, X. (Liao, X..) [1] | Lin, W. (Lin, W..) [2] | Wu, Y. (Wu, Y..) [3] | Wei, J. (Wei, J..) [4] | Chen, G. (Chen, G..) [5]

Indexed by:

Scopus PKU CSCD

Abstract:

Aspect level sentiment analysis employs information of terms to extract features from a sentence, and it cannot utilize information of both aspects and terms simultaneously. Therefore, the model performance is low. Aiming at this problem, an aspect level sentiment analysis based on recurrent neural network with auxiliary memory is proposed. Deep bidirectional long short term memory(DBLSTM) and positional information of words are exploited to build position-weighted memory. The attention mechanism is combined with aspect terms to build aspect memory, and with position-weighted memory and aspect memory to input a multi-layer gated recurrent unit. Then, sentimental features of the aspect are obtained. Finally, sentimental polarity is identified by the normalized function. Experimental results show that the proposed method achieves better results on three public datasets with high effectiveness.

Keyword:

Aspect Level Sentiment Analysis; Attention Mechanism; Deep Learning

Community:

  • [ 1 ] [Liao, X.]College of Mathematics and Computer Science, Fuzhou University, Fuzhou, 350116, China
  • [ 2 ] [Liao, X.]Fujian Provincial Key Laboratory of Networking Computing and Intelligent Information Processing, Fuzhou University, Fuzhou, 350116, China
  • [ 3 ] [Liao, X.]Digital Fujian Institute of Financial Big Data, Fuzhou, 350116, China
  • [ 4 ] [Lin, W.]College of Mathematics and Computer Science, Fuzhou University, Fuzhou, 350116, China
  • [ 5 ] [Lin, W.]Fujian Provincial Key Laboratory of Networking Computing and Intelligent Information Processing, Fuzhou University, Fuzhou, 350116, China
  • [ 6 ] [Lin, W.]Digital Fujian Institute of Financial Big Data, Fuzhou, 350116, China
  • [ 7 ] [Wu, Y.]College of Mathematics and Computer Science, Fuzhou University, Fuzhou, 350116, China
  • [ 8 ] [Wu, Y.]Fujian Provincial Key Laboratory of Networking Computing and Intelligent Information Processing, Fuzhou University, Fuzhou, 350116, China
  • [ 9 ] [Wu, Y.]Digital Fujian Institute of Financial Big Data, Fuzhou, 350116, China
  • [ 10 ] [Wei, J.]College of Electronics and Information Science, Fujian Jiangxia University, Fuzhou, 350108, China
  • [ 11 ] [Chen, G.]College of Electronics and Information Science, Fujian Jiangxia University, Fuzhou, 350108, China

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Source :

Pattern Recognition and Artificial Intelligence

ISSN: 1003-6059

Year: 2019

Issue: 11

Volume: 32

Page: 987-996

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 1

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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