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Sentiment Analysis

We carry out research in a range of tasks in sentiment analysis, including sentiment classification, emotion ranking, sentiment-topic extraction, Twitter sentiment analysis, dialogue emotion detection, emotion cause extraction, aspect-based sentiment analysis, stance detection and sarcasm detection.

Participants

Lin Gui, Gabriele Pergola, Hanqi Yan, Runcong Zhao, Lixing Zhu

Publications

Sentiment/emotion classification
  • D. Zhou, M. Zhang, L. Zhang and Y. He. The 35th AAAI Conference on Artificial Intelligence (AAAI), Feb. 2021.
  • D. Zhou, M. Zhang, Y. Yang and Y. He. . Computer Speech & Language, Vol. 68, 101177, 2021.
  • L. Gui, J. Leng, J. Zhou, R. Xu and Y. He. , IEEE Transactions on Knowledge and Data Engineering (TKDE), accepted.
  • Y. Yang, D. Zhou, Y. He and M. Zhang. . Conference on Empirical Methods in Natural Language Processing (EMNLP), Hong Kong, China, Nov. 2019.
  • J. Du, L. Gui, Y. He, R. Xu and X. Wang. . IEEE Access, 7:27983 - 27992, 2019.
  • D. Tang, Z. Zhang, Y. He, C. Lin and D. Zhou. , Knowledge-Based Systems, 164:426-435, 2019.
  • Y. Yang, D. Zhou and Y. He. . The 15th International Conference on Empirical Methods on Natural Language Processing (EMNLP), Brussel, Belgium, Oct. 2018.
  • D. Zhou, Y. Yang and Y. He. , The 16th Annual Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL), New Orleans, Louisiana, USA, Jun. 2018.
  • L. Gui, Y. Zhou, R. Xu, Y. He and Q. Lu, , Knowledge-Based Systems, 124:34-45, 2017.
  • T. Chen, R. Xu, Y. He, X. Wang. , Expert Systems with Applications, 72:221-230, 2017.
  • L. Gui, R. Xu, Y. He, Q. Lu and Z. Wei. , The 25th International Joint Conference on Artificial Intelligence (IJCAI), New York, US, Jul. 2016.
  • T. Chen, R. Xu, Y. He, Y. Xia, X. Wang. , IEEE Computational Intelligence Magazine, 11(3):34-44, 2016.
Sentiment-topic analysis
  • G. Pergola, L. Gui and Y. He. , Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL), Jun. 2021.
  • R. Zhao, L. Gui, G. Pergola and Y. He. , The 16th Conference of the European Chapter of the Association for Computational Linguistics (EACL), Apr. 2021.
  • G. Pergola, L. Gui and Y. He. . Information Processing and Management, 56(6):102084, 2019.
Twitter sentiment analysis
  • L. Zhu, Z. Fang, G. Pergola, R. Procter and Y. He. . 2022 Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL), Jul. 2022.
  • L. Zhu, Y. He and D. Zhou. . 2020 Annual Conference of the Association for Computational Linguistics (ACL), Jul. 2020.
  • L. Zhu, Y. He and D. Zhou. . Information Processing and Management, 57(2):102031, 2020.
  • L. Zhu, Y. He and D. Zhou. . Expert Systems with Applications, 116:430-438, 2019.
  • H. Saif, Y. He, M. Fernandez and H. Alani. . Information Processing & Management, 52(1):5-19, 2016.
Dialogue emotion detection
  • L. Zhu, G. Pergola, L. Gui, D. Zhou and Y. He. , The 59th Annual Meeting of the Association for Computational Linguistics (ACL), Aug. 2021.
Emotion cause detection
  • Yan, L. Gui, G. Pergola and Y. He. , The 59th Annual Meeting of the Association for Computational Linguistics (ACL), Aug. 2021.
  • C. Fan, C. Yuan, J. Du, L. Gui, M. Yang, R. Xu. . 2020 Annual Conference of the Association for Computational Linguistics (ACL), Jul. 2020.
  • L. Gui, J. Hu, Y. He, R. Xu, Q. Lu and J. Du. . The 14th International Conference on Empirical Methods on Natural Language Processing (EMNLP), Copenhagen, Denmark, Sep. 2017.
Aspect-based sentiment analysis
  • B. Liang, R. Yin, J. Du, L. Gui, Y. He, M. Yang and R. Xu. , IEEE Transactions in Affective Computing, to appear.
  • B. Liang, R. Yin, L. Gui, J. Du, Y. He and R. Xu. , The 29th ACM International Conference on Information and Knowledge Management (CIKM), 2020.
Stance detection
  • B. Liang, Q. Zhu, X. Li, M. Yang, L. Gui, Y. He and R. Xu. . The 60th Annual Meeting of the Association for Computational Linguistics (ACL), May 2022.
  • B. Liang, Y. Fu, L. Gui, M. Yang, J. Du, Y. He and R. Xu., The Web Conference (WWW), Apr. 2021.
  • D. Vilares and Y. He. . The 14th International Conference on Empirical Methods on Natural Language Processing (EMNLP), Copenhagen, Denmark, Sep. 2017.
  • J. Du, R. Xu, Y. He and L. Gui. , The 26th International Joint Conference on Artificial Intelligence (IJCAL), Melbourne, Australia, Aug. 2017.
Sarcasm detection / blame/praise detection
  • B. Liang, C. Lou, X. Li, M. Yang, L. Gui, Y. He, W. Pei and R. Xu. . The 60th Annual Meeting of the Association for Computational Linguistics (ACL), May 2022.
  • C. Lou, B. Liang, L. Gui, Y. He, Y. Dang and R. Xu. , The 44th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), Jul. 2021.
  • U. Orizu and Y. He. , The 10th edition of the Language Resources and Evaluation Conference (LREC), Portoro啪, Slovenia, May, 2016.
Early reviewer detection
  • T. Bai, W.X. Zhao, Y. He, J-Y. Nie and J.-R. Wen. . IEEE Transactions on Knowledge and Data Engineering, 30(12):2271-2284, 2018.

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