權小軍

權小軍，男，博士，中山大學數據科學與計算機學院教授，博士生導師。廣東省“珠江人才計畫”海外青年英才團隊核心成員，中山大學“百人計畫”急需青年傑出人才。先後於中國科學技術大學計算機系、香港城市大學計算機系、美國羅格斯大學商學院、美國普渡大學計算機系、香港城市大學語言學與翻譯系、新加坡科技研究局資訊通信研究院從事數據挖掘、文本挖掘、自然語言處理、機器學習的研究工作，在國際知名期刊和會議如IEEE T-PAMI，ACM TOIS，Information Sciences，KAIS，IPM，IJCAI，ACL，SIGIR等發表論文40餘篇。

基本介紹

  • 中文名：權小軍
  • 職業：教師
  • 畢業院校：香港城市大學
  • 學位/學歷：博士
  • 職務：中山大學博士生導師
  • 職稱：教授
  • 性別：男
研究方向,人物經歷,教育經歷,工作經歷,海外經歷,獲獎記錄,學術兼職,教授課程,代表性論著,會議論文,期刊論文,

研究方向

基於深度學習的自然語言處理與文本挖掘任務：
1) 語義挖掘與理解
2) 情感分析與意見挖掘
3) 多輪對話系統
4) 機器閱讀理解
5) 文本摘要。

人物經歷

教育經歷

2009.10-2012.08，香港城市大學計算機系，博士
2005.09-2008.06，中國科學技術大學計算機系，碩士
2001.09-2005.06，長安大學計算機科學與技術系，本科

工作經歷

2017.07-至今，中山大學數據科學與計算機學院，教授
2014.01-2017.05，新加坡科技研究局資訊通信研究院，研究科學家
2012.09-2013.12，香港城市大學中文、翻譯與語言學系，博士後研究員
2011.07-2011.12，美國普渡大學計算機系，訪問學者
2010.06-2010.08，美國羅格斯大學商學院，訪問學者
2008.07-2009.09，香港城市大學計算機系，研究助理

海外經歷

2014.01-2017.05，新加坡科技研究局資訊通信研究院，研究科學家
2012.09-2013.12，香港城市大學中文、翻譯與語言學系，博士後研究員
2011.07-2011.12，美國普渡大學計算機系，訪問學者
2010.06-2010.08，美國羅格斯大學商學院，訪問學者
2008.07-2009.09，香港城市大學計算機系，研究助理

獲獎記錄

1. SMP 2019中文隱式情感分析測評一等獎，2019
2. Chow Yei Ching School of Graduate Studies Scholarship, 2011, 香港城市大學
3. College Student Research Excellence Awards, 2012，香港城市大學科學與工程學院
4. Outstanding Academic Performance Award，2011，香港城市大學計算機系
5. Outstanding Academic Performance Award，2010，香港城市大學計算機系

學術兼職

程式委員會委員：KDD 2016，SDM 2017，SDM 2016，EMNLP 2016，SDM 2015，ICDM 2014，ICDM 2013
審稿人：TKDE，TOIS，TIFS，TPDS，KAIS，Neurocomputing，WWW Journal

教授課程

機器學習（2016級智慧型科學與技術）
數據分析實踐（2015級信息與計算科學）

代表性論著

會議論文

  1. Kai Wang, Xiaojun Quan, Rui Wang. BiSET: Bi-directional Selective Encoding with Template for Abstractive Summarization, ACL 2019, pages 2153-2162, Florence, Italy, July 28 - August 2, 2019.
  2. Zenan Xu, Qinliang Su, Xiaojun Quan and Weijia Zhang. A Deep Neural Information Fusion Architecture for Textual Network Embeddings, EMNLP 2019, accepted.
  3. Wuya Chen, Xiaojun Quan and Chengbo Chen. Gated Convolutional Networks for Common-sense Machine Comprehension. The 25th International Conference on Neural Information Processing (ICONIP 2018), Siem Reap, Cambodia, December 13-16, 2018.
  4. Xiaojun Quan, Chunyu KIT, Wuya Chen. Collaborative Matching for Sentence Alignment. The Seventeenth China National Conference on Computational Linguistics (CCL 2018), Changsha, China, October 19-21, 2018.
  5. Xiaojun Quan, Chunyu Kit, Yong Ge, Sinno Jialin Pan. Short and Sparse Text Topic Modeling via Self-Aggregation. International Joint Conference on Artificial Intelligence (IJCAI 2015), Buenos Aires, Argentina, July 25 - 31, 2015
  6. Rongcheng Lin, Huayu Li, Xiaojun Quan, Richang Hong, Zhiang Wu, Yong Ge. Regularizing Flat Latent Variables with Hierarchical Structures. International Joint Conference on Artificial Intelligence (IJCAI 2015), Buenos Aires, Argentina, July 25 - 31, 2015.
  7. Xiaojun Quan, Chunyu Kit, Yan Song. Non-Monotonic Sentence Alignment via Semisupervised Learning. The 51st Annual Meeting of the Association for Computational Linguistics (ACL 2013), Sofia, Bulgaria, August 4-9, 2013.
  8. Ying Zhang, Yi Fang, Xiaojun Quan, Lin Dai, Luo Si, Xiaojie Yuan. Emotion tagging for comments of online news by meta classification with heterogeneous information sources. ACM Conference on Research and Development in Information Retrieval (SIGIR 2012), poster, Portland, Oregon, August 12-16, 2012.
  9. Xiaojun Quan, Yao Lu, Wenyin Liu. Towards modeling question popularity in community question answering. IEEE International Conference Series on Cognitive Informatics and Cognitive Computing (IEEE ICCI*CC), Kyoto, Japan, August 22-24, 2012.
  10. Yanghui Rao, Xiaojun Quan, Liu Wenyin, Qing Li, Mingliang Chen. Building word-emotion mapping dictionary for online news. The 1st International Workshop on Sentiment Discovery from Affective Data, 2012.
  11. Xiaojun Quan, Liu Wenyin, Wenyu Dou. Longitudinal Sales Responses with Online Reviews. IEEE 11th International Conference on Data Mining Workshops (ICDM Workshops), 2011.
  12. Yao Lu, Xiangfei Kong, Xiaojun Quan, Wenyin Liu, Yinlong Xu. Exploring the Sentiment Strength of User Reviews. International Conference Web-Age Information Management (WAIM), 2010.
  13. Wanpeng Song, Liu Wenyin, Naijie Gu, Xiaojun Quan. User Feedback for Improving Question Categorization in Web-Based Question Answering Systems. APWeb/WAIM Workshops, 2009.
  14. Yao Lu, Xiaojun Quan, Xingliang Ni, Wenyin Liu, Yinlong Xu. Latent Link Analysis for Expert Finding in User-Interactive Question Answering Services. SKG 2009, 2009.
  15. Xingliang Ni, Zhi Lu, Xiaojun Quan, Wenyin Liu, Bei Hua, Short Text Clustering for Search Results. APWeb 2009, 2009.
  16. Xiaojun Quan, Enhong Chen, Qiming Luo, Hui Xiong. Adaptive label-driven scaling for latent semantic indexing. ACM Conference on Research and Development in Information Retrieval (SIGIR 2008), poster, 2008.

期刊論文

  1. Xiaojun Quan, Qifan Wang, Ying Zhang, Luo Si, Wenyin Liu. Latent Discriminative Models for Social Emotion Detection with Emotional Dependency. ACM Transactions on Information Systems (TOIS), 34 (1), 2, 2015.
  2. Xiaojun Quan, Chunyu Kit. Towards non-monotonic sentence alignment. Information Sciences, 323, 34-47, 2015.
  3. Yanghui Rao, Qing Li, Wenyin Liu, Qingyuan Wu, Xiaojun Quan. Affective topic model for social emotion detection. Neural Networks, 58, 29-37, 2014.
  4. Jingsheng Lei, Yanghui Rao, Qing Li, Xiaojun Quan, Liu Wenyin. Towards building a social emotion detection system for online news. Future Generation Computer Systems, 37, 438-448, 2014.
  5. Xiaojun Quan, Yao Lu, Feifei Xu, Jingsheng Lei, Wenyin Liu. Mathematical modeling of question popularity in user-interactive QA systems. Journal of Advanced Mathematics and Applications, 2013.
  6. Liuzhi Yin, Yong Ge, Keli Xiao, Xuehua Wang, Xiaojun Quan. Feature selection for high-dimensional imbalanced data. Neurocomputing, 105, 3-11, 2013.
  7. Xiaojun Quan, Liu Wenyin, Wenyu Dou, Hui Xiong, Yong Ge. Link Graph Analysis for Business Site Selection. Computer, 45 (3), 64-69, 2012.
  8. Liu Wenyin, Gang Liu, Bite Qiu, Xiaojun Quan. Antiphishing through Phishing Target Discovery. IEEE Internet Computing, 16 (2), 52-61, 2012.
  9. Xingliang Ni, Yao Lu, Xiaojun Quan, Liu Wenyin, Bei Hua. User interest modeling and its application for question recommendation in user-interactive question answering systems. Information Processing & Management, 48 (2), 218-233, 2012.
  10. Yao Lu, Xiaojun Quan, Jingsheng Lei, Xingliang Ni, Wenyin Liu, Yinlong Xu. Semantic Link Analysis for Finding Answer Experts. Journal of Information Science and Engineering, 28 (1), 51-65, 2012.
  11. Xiaojun Quan, Liu Wenyin. Analyzing Question Attractiveness in Community Question Answering. Modern Advances in Intelligent Systems and Tools, 141-146, 2012.
  12. Xiaojun Quan, Liu Wenyin, Bite Qiu. Term Weighting Schemes for Question Categorization. IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), 33 (5), 1009-1021, 2011.
  13. Wanpeng Song, Liu Wenyin, Naijie Gu, Xiaojun Quan, Tianyong Hao. Automatic categorization of questions for user-interactive question answering. Information Processing & Management, 47 (2), 147-156, 2011.
  14. Xingliang Ni, Xiaojun Quan, Zhi Lu, Liu Wenyin, Bei Hua. Short text clustering by finding core terms. Knowledge and Information Systems (KAIS), 27 (3), 345-365, 2011.
  15. Xiaojun Quan, Gang Liu, Zhi Lu, Xingliang Ni, Liu Wenyin. Short text similarity based on probabilistic topics. Knowledge and Information Systems (KAIS), 25 (3), 473-491, 2010.
  16. Liu Wenyin, Ning Fang, Xiaojun Quan, Bite Qiu, Gang Liu. Discovering phishing target based on semantic link network. Future Generation Computer Systems, 26 (3), 381-388, 2010.
  17. Liu Wenyin, Xiaojun Quan, Min Feng, Bite Qiu. A short text modeling method combining semantic and statistical information. Information Sciences, 180 (20), 4031-4041, 2010.

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