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侯越先

侯越先,天津大学计算机学院教授,博导,天津市公共安全大数据技术工程中心副主任,天津大学网络智能信息技术研究所主任,天津市131人才计划第一层次人选,中国人工智能学会青年工作委员会常委,中国中文信息学会理事,中国计算机学会中文信息技术专委会委员,第8届亚洲信息检索学会会议一般主席(The General Chair of the Eighth Asia Information Retrieval Societies Conference,AIRS2012);主要研究方向:机器学习、信息检索和自然语言处理;近年来发表论文50余篇,发表源包括TOIS、TALIP、TNN、TKDE、TIFS、IPM、Computational Intelligence、Entropy、IJCAI、SIGIR、ACL、CIKM、ECIR、ICTIR 和AAAI Symposium等主要国际学术期刊和会议,作为第一作者和通讯作者的论文分别获得ICTIR2011(the 3rd International Conference on the Theory of Information Retrieval)的最佳论文奖(Best Paper Award)和ECIR2011(the 33rd European Conference on Information Retrieval)的最佳短论文奖(Best Poster Award);作为项目负责人承担了多项国家自然科学基金项目、863项目(子项)、欧盟FP7项目、天津市自然科学基金项目、微软亚洲研究院合作研究项目和百度高校合作项目,研究结果已获得三项国家发明专利授权并部分应用于企业产品线;此外,作为PC member参与了多项国际学术会议的组织工作(例如ECIR、ICIC和WCICA等),是若干国际期刊的审稿人(例如TNN、TKDE、Neurocomputing和计算机学报等);并多次出访了英国知识媒体研究所(KMI)、香港理工大学等海外学术机构。


Dr. Yuexian Hou is a professor at School of Computer Science and Technology, Tianjin University. He is also the Associate Director of the Tianjin Engineering Research Center of Big Data on Public Security, and the Director of the Institute of Computational Intelligence and Internet Application, Tianjin University. His main research interests include machine learning, information retrieval and natural language processing. He has published more than 50 papers on main international conferences and journals, such as IEEE TNN, IEEE TKDE, IEEE TIFS, ACM TOIS, ACM TALIP, IPM, Computational Intelligence, Entropy, IJCAI, SIGIR, ACL, CIKM, ECIR, ICTIR, AAAI Symposium, IJCNN and so on. He got the best poster award of ECIR2011 and the best paper award of ICTIR2011. He was the principal investigator of several research projects, such as the NSFC project, the project of national high-tech research and development program (863 Program), the FP7 project of EU (European Union), the NSFC-RSE international joint research project, MSRA joint project, Baidu Project and etc. He served as the co-general chair of the Eighth Asia Information Retrieval Societies Conference (AIRS 2012) and the PC member of a series of academic conferences, e.g., ECIR, ICIC and WCICA.



Publications

Recent Journal Papers

  1. Xiaozhao Zhao, Yuexian Hou, Dawei Song, Wenjie Li: Extending the Extreme Physical Information to Universal Cognitive Models via a Confident Information First Principle. Entropy 16(7): 3670-3688 (2014).
  2. Peng Zhang, Dawei Song, Jun Wang, Yuexian Hou: Bias-variance analysis in estimating true query model for information retrieval. Inf. Process. Manage (CCF Tier-B Journal), 50(1): 199-217, 2014.
  3. Yuexian Hou, Xiaozhao Zhao, Dawei Song and Wenjie Li, Mining Pure High-Order Word Associations via Information Geometry for Information Retrieval, ACM Transactions on Information System (CCF Tier-A Journal), vol.31, no.3, 2013.
  4. Yuexian Hou, Bo Wang, Dawei Song, Xiaochun Cao, Wenjie Li, Quadratic Tsallis Entropy Bias and Generalized Maximum Entropy Models, Computational Intelligence (CCF Tier-B Journal), Volume 30, Number 2, p 233–262, 2014.
  5. Yuexian Hou, Peng Zhang, Tingxu Yan, Wenjie Li, Dawei Song, Beyond Redundancies: A Metric Invariant Method for Unsupervised Feature Selection, IEEE Transactions on Knowledge and Data Engineering (CCF Tier-A Journal), vol. 22, no.3, pp. 348-364, 2010.
  6. Wei Zhang, Xiaochun Cao, Yanling Qu, Yuexian Hou, Handong Zhao, Chenyang Zhang, Detecting and Extracting the Photo Composites Using Planar Homography and Graph Cut, IEEE Transactions on Information Forensics and Security (CCF Tier-A Journal), vol. 5, no. 3, pp. 544-555, 2010.
  7. Yuexian Hou, Peng Zhang, Xingxing Xu, Xiaowei Zhang, Wenjie Li, Nonlinear Dimensionality Reduction by Locally Linear Inlaying, IEEE Transactions on Neural Networks (CCF Tier-B Journal), vol. 20, no.2, pp. 300-315, 2009.
  8. Peng Zhang, Wenjie Li, Yuexian Hou and Dawei Song,Developing position structure-based framework for Chinese entity relation extraction, ACM Transactions on Asian Language Information Processing (CCF Tier-B Journal), vol. 10, no. 3, 2011.
  9. Diederik Aerts, Peter Bruza, Yuexian Hou, Joemon M. Jose, Massimo Melucci, Jian-Yun Nie, Dawei Song: Quantum Theory-Inspired Search, Procedia Computer Science 7, pp. 278-280, 2011.

Recent Conference Papers

  1. Ning Xing, Yuexian Hou, Peng Zhang, Wenjie Li, Dawei Song: Reinforcing the Topic of Embeddings with Theta Pure Dependence for Text Classification.EMNLP 2015: 2551-2556.
  2. Chengyao Chen, Dehong Gao, Wenjie Li, Yuexian Hou: A Constrained Multi-view Clustering Approach to Influence Role Detection. SocInf@IJCAI 2015: 29-34.
  3. Mengjiao Xie, Yuexian Hou, Peng Zhang, Jingfei Li, Wenjie Li, Dawei Song: Modeling Quantum Entanglements in Quantum Language Models. in Proceedings of the 24th International Joint Conference on Artificial Intelligence (IJCAI 2015, (CCF Tier-A Conference): 1362-1368.
  4. Note: We have corrected Algorithm 1 in the updated version provided in the above link! Modeling Quantum Entanglements in Quantum Language Models

  5. Qian Yu, Peng Zhang, Yuexian Hou, Dawei Song, Jun Wang, Document Boltzmann Machines for Information Retrieval, in Proceedings of 37th European Conference on Information Retrieval (ECIR 2015, CCF Tier-C Conference): 666-671.
  6. Peng Zhang, Linxue Hao, Dawei Song, Jun Wang, Yuexian Hou, Bin Hu, Generalized Bias-Variance Evaluation of TREC Participated Systems, in Proceedings of the 23rd ACM International Conference on Information and Knowledge Management: 1911-1914 (CIKM 2014, CCF Tier-B Conference)
  7. Chengyao Chen, Dehong Gao, Wenjie Li, Yuexian Hou, Inferring topic-dependent influence roles of Twitter users, in Proceedings of the 37th Annual ACM SIGIR Conference: 1203-1206 (SIGIR 2014, CCF Tier-A Conference).
  8. Peng Zhang, Dawei Song, Jun Wang, Yuexian Hou, Bias-variance decomposition of IR evaluation. in Proceedings of the 36th Annual ACM SIGIR Conference: 1021-1024 (SIGIR 2013, CCF Tier-A Conference).
  9. Fanqi Meng, Dehong Gao, Wenjie Li, Xu Sun, Yuexian Hou, A unified graph model for personalized query-oriented reference paper recommendation, in Proceedings of the 22nd ACM International Conference on Information and Knowledge Management: 1509-1512 (CIKM2013, CCF Tier-B Conference).
  10. Teng Ma, Yuexian Hou, Xiaozhao Zhao and Dawei Song, A global constrained optimization method for designing road networks with small Diameters, in Proceedings of the 23rd International Joint Conference on Artificial Intelligence: 2869-2876 (IJCAI 2013, CCF Tier-A Conference).
  11. Dehong Gao, Renxian Zhang, Wenjie Li, Yuexian Hou, Twitter hyperlink recommendation with user-tweet-hyperlink three-way clustering, in Proceedings of the 21st ACM International Conference on Information and Knowledge Management: 2535-2538 (CIKM2012, CCF Tier-B Conference).
  12. Yong Liu, Shizhong Liao and Yuexian Hou, Learning Kernels with Upper Bounds of Leave-One-Out Error (poster),in Proceedings of the 20th ACM International Conference on Information and Knowledge Management: 2205-2208 (CIKM2011, CCF Tier-B Conference).
  13. Yuexian Hou, Liang He, Xiaochao Zhao, Dawei Song, High-order Pure Word Dependence Mining via Information Geometry, in Proceedings of the 3rd International Conference on the Theory of Information Retrieval: 64-76 (ICTIR2011), Best Paper Award.
  14. Xiaochao Zhao, Peng Zhang, Dawei Song, Yuexian Hou, A Novel Re-Ranking Approach Inspired by Quantum Measurement, in Proceedings of the 33rd European Conference on Information Retrieval: 721-724 (ECIR2011, CCF Tier-C Conference), Best Poster Award.
  15. Peng Zhang, Dawei Song, Yuexian Hou, Jun Wang, Peter Bruza, Automata Modeling for Cognitive Interference in Users' Relevance Judgment, in Proceedings of AAAI-Fall 2010 Symposium on Quantum Informatics for Cognitive, Social, and Semantic Processes: 125-133.
  16. Tingxu Yan, Tamsin Maxwell, Dawei Song, Yuexian Hou, Peng Zhang, Event-based Hyperspace Analogue to Language for Query Expansion, in Proceedings the 48th Annual Meeting of the Association for Computational Linguistics: 120-125 (ACL2010, CCF Tier-B Conference).
  17. Peng Zhang, Yuexian Hou, Dawei Song, Approximating True Relevance Distribution from a Mixture Model Based on Irrelevance Data, in Proceedings of the 32nd Annual ACM SIGIR Conference: 107-114 (SIGIR2009, CCF Tier-A Conference).
  18. Yuexian Hou, Dawei Song, Characterizing Pure High-order Entanglements in Lexical Semantic Spaces via Information Geometry,in Proceedings of the 3rd International Symposium on Quantum Interaction: 237-250 (QI2009).
  19. Wenjie Li, Peng Zhang, Furu Wei, Yuexian Hou, Qin Lu, A Novel Feature-based Approach to Chinese Entity Relation Extraction, in Proceedings the 46th Annual Meeting of the Association for Computational Linguistics: 89-92 (ACL2008, CCF Tier-B Conference).
  20. Yuexian Hou, Honglei Zhu, Pilian He, A Framework of Feedback Search Engine Motivated by Content Relevance Mining (short paper), in Proceedings of the 2006 IEEE/WIC/ACM International Conference on Web Intelligence: 749-752 (WI2006).
  21. Yuexian Hou, Kefei Gong, Pilian He, Adaptively incremental Self-organizing Isometric Embedding, in Proceedings of the 13rd International Conference on Neural Information Processing: 978-986 (ICONIP2006, CCF Tier-C Conference).
  22. Yuexian Hou, Jingyi Wu, Pilian He, Improving classification precision by implicit kernels motivated by manifold learning, in Proceedings of 2006 International Joint Conference on Neural Networks: 1354-1359 (IJCNN2006, CCF Tier-C Conference).

Monograph

Yuexian Hou, Jian-Yun Nie, Le Sun, Bo Wang, Peng Zhang (Eds.): Information Retrieval Technology, 8th Asia Information Retrieval Societies Conference, AIRS 2012, Tianjin, China, December 17-19, 2012. Proceedings. Springer 2012 Lecture Notes in Computer Science ISBN 978-3-642-35340-6, Lecture Notes in Computer Science, Volume 7675 2012.

Email: yxhou@tju.edu.cn

课程讲义: 量子认知-隐喻或同构? for POLYU智能系统设计NLP&IR作业建模意义(语义)神经网络和深度学习模型II最大熵模型的扩展

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