Deep Learning 中的 Sentiment Analysis & opinion mining 論文統整、分析

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sentiment analysis

2018

• Targeted Aspect-Based Sentiment Analysis via Embedding Commonsense Knowledge into an Attentive LSTM [Paper] [Review]

  • Yukun Ma, Haiyun Peng, Erik Cambria, AAAI, 2018

• Delete, Retrieve, Generate: A Simple Approach to Sentiment and Style Transfer [Paper] [Review]

  • Juncen Li, Robin Jia, He He, Percy Liang, NAACL-HLT, 2018

• Transformation Networks for Target-Oriented Sentiment Classification [Paper] [Review]

  • Xin Li, Lidong Bing, Wai Lam, Bei Shi, ACL 2018

2017

• Linguistically Regularized LSTM for Sentiment Classification [Paper] [Review]

  • Qiao Qian, Minlie Huang, Jinhao Lei, Xiaoyan Zhu, ACL, 2017

• Exploiting Domain Knowledge via Grouped Weight Sharing with Application to Text Categorization [Paper] [Review]

  • Ye Zhang, Matthew Lease, Byron C. Wallace, ACL, 2017

• Deep Pyramid Convolutional Neural Networks for Text Categorization [Paper] [Review]

  • Rie Johnson, Tong Zhang, ACL, 2017

• Recurrent Attention Network on Memory for Aspect Sentiment Analysis [Paper] [Review]

  • Peng Chen, Zhongqian Sun, Lidong Bing, Wei Yang, EMNLP, 2017

• Refining Word Embeddings for Sentiment Analysis [Paper] [Review]

  • Liang-Chih Yu, Jin Wang, K. Robert Lai, Xuejie Zhang, EMNLP, 2017

• Document-Level Multi-Aspect Sentiment Classification as Machine Comprehension [Paper] [Review]

  • Yichun Yin, Yangqiu Song, Ming Zhang, EMNLP, 2017

• Learning Generic Sentence Representations Using Convolutional Neural Networks [Paper] [Review]

  • Zhe Gan, Yunchen Pu, Ricardo Henao, Chunyuan Li, Xiaodong He, Lawrence Carin, EMNLP, 2017

• Interactive Attention Networks for Aspect-Level Sentiment Classification [Paper] [Review]

  • Dehong Ma, Sujian Li, Xiaodong Zhang, Houfeng Wang, IJCAI, 2017

• Attention-Based LSTM for Target-Dependent Sentiment Classification [Paper] [Review]

  • Min Yang, Wenting Tu, Jingxuan Wang, Fei Xu, Xiaojun Chen, AAAI, 2017

• Aspect-Based Sentiment Analysis Based on Multi-Attention CNN [Paper] [Review]

  • Liang Bin, Liu Quan, Xu Jin, Zhou Qian, Zhang Peng, Journal of Computer Research and Development, 2017

• Attention Modeling for Targeted Sentiment [Paper] [Review]

  • Jiangming Liu, Yue Zhang, EACL, 2017

• Lexicon Integrated CNN Models with Attention for Sentiment Analysis [Paper] [Review]

  • Bonggun Shin, Timothy Lee, Jinho D. Choi, WASSA, 2017

2016

• Cached Long Short-Term Memory Neural Networks for Document-Level Sentiment Classification [Paper] [Review]

  • Jiacheng Xu, Danlu Chen, Xipeng Qiu, Xuanjing Huang, EMNLP, 2016

• Context-Sensitive Lexicon Features for Neural Sentiment Analysis [Paper] [Review]

  • Zhiyang Teng, Duy-Tin Vo, Yue Zhang, EMNLP, 2016

• Aspect Level Sentiment Classification with Deep Memory Network [Paper] [Review]

  • Duyu Tang, Bing Qin, Ting Liu, EMNLP, 2016

• Attention-based LSTM for Aspect-level Sentiment Classification [Paper] [Review]

  • Yequan Wang, Minlie Huang, Li Zhao, Xiaoyan Zhu, EMNLP, 2016

• Neural Sentiment Classification with User and Product Attention [Paper] [Review]

  • Huimin Chen, Maosong Sun, Cunchao Tu, Yankai Lin, Zhiyuan Liu, EMNLP, 2016

• Rationale-Augmented Convolutional Neural Networks for Text Classification [Paper] [Review]

  • Ye Zhang, Iain Marshall, Byron C. Wallace, EMNLP, 2016

• A Hierarchical Model of Reviews for Aspect-based Sentiment Analysis [Paper] [Review]

  • Sebastian Ruder, Parsa Ghaffari, John G. Breslin, EMNLP, 2016

• Effective LSTMs for Target-Dependent Sentiment Classification [Paper] [Review]

  • Duyu Tang, Bing Qin, Xiaocheng Feng, Ting Liu, COLING, 2016

• Gated Neural Networks for Targeted Sentiment Analysis [Paper] [Review]

  • Meishan Zhang, Yue Zhang, Duy-Tin Vo, AAAI, 2016

• Deep Sentence Embedding Using Long Short-Term Memory Networks: Analysis and Application to Information Retrieval [Paper] [Review]

  • Hamid Palangi, Li Deng, Yelong Shen, Jianfeng Gao, Xiaodong He, Jianshu Chen, Xinying Song, Rabab Ward, IEEE/ACM Transactions on Audio, Speech, and Language Processing, 2016

• Efficient Character-level Document Classification by Combining Convolution and Recurrent Layers [Paper] [Review]

  • Yijun Xiao, Kyunghyun Cho, arXiv, 2016

2015

• Target-Dependent Twitter Sentiment Classification with Rich Automatic Features [Paper] [Review]
  • Duy-Tin Vo, Yue Zhang, IJCAI, 2015

related tasks

2016

• Relation Classification via Multi-Level Attention CNNs [Paper] [Review]
  • Linlin Wang, Zhu Cao, Gerard de Melo, Zhiyuan Liu, ACL, 2016
• A Deeper Look into Sarcastic Tweets Using Deep Convolutional Neural Networks [Paper] [Review]
  • Soujanya Poria, Erik Cambria, Devamanyu Hazarika, Prateek Vij, COLING, 2016

Author

Po-Chih Huang / @pochih