侯越先(老师)
      侯越先，天津大学计算机学院教授，博导，网络智能所主任，国家重点研发计划首席科学家，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，天津市131人才计划第一层次人选，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、量子人工智能、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TNNLS、TOIS、TIST、TALIP、TNN、TKDE、TIFS、Computational Intelligence、IPM、Entropy、IJCAI、SIGIR、AAAI、ACL、CIKM、ECIR、和ICTIR 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）；作为首席科学家或项目负责人承担了多项国家重点研发计划项目、863项目、国家自然科学基金项目、欧盟项目、天津市自然科学基金重点项目、以及与微软亚洲研究院、百度、阿里等公司的合作项目，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。
      Dr. Yuexian Hou is a professor at School of Computer Science and Technology, Tianjin University. He is also 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 TNNLS, IEEE TNN, IEEE TKDE, IEEE TIFS, ACM TOIS, ACM TIST, ACM TALIP, Computational Intelligence, IPM, Entropy, IJCAI, SIGIR, AAAI, ACL, CIKM, ECIR, ICTIR 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 state key development program of China, the project of national high-tech research and development program (863 Program), the NSFC project, the EU (European Union) project, the NSFC-RSE international joint research project, MSRA joint project, Baidu project, Ali 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.
Recent Journal Papers
  1. Panpan Wang, Yuexian Hou, Jingfei Li, Yazhou Zhang, Dawei Song, Wenjie Li: A quasi-current representation for information needs inspired by Two-State Vector Formalism. Physica A: Statistical Mechanics and its Applications 482 (2017): 627-637.
  2. Xiaozhao Zhao, Yuexian Hou, Dawei Song, Wenjie Li., A Confident Information First Principle for Parameter Reduction and Model Selection of Boltzmann Machines, IEEE Transactions on Neural Networks and Learning Systems (SCI-Q1）, accepted, online available.
  3. Peng Zhang, Qian Yu, Yuexian Hou, Dawei Song, Jingfei Li, Bin Hu, A Distribution Separation Method Using Irrelevance Feedback Data for Information Retrieval, ACM Transactions on Intelligent Systems and Technology（SCI-QI), 2017.
  4. 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.
  5. 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.
  6. Yuexian Hou, Bo Wang, Dawei Song, Xiaochun Cao, Wenjie Li, Quadratic Tsallis Entropy Bias and Generalized Maximum Entropy Models, Accepted for Publication by Computational Intelligence （CCF Tier-B Journal）, Volume 30, Number 2, p 233–262, 2014.
  7. 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.
  8. 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.
  9. Yuexian Hou, Peng Zhang, Xingxing Xu, Xiaowei Zhang, Wenjie Li, Nonlinear Dimensionality Reduction by Locally Linear Inlaying, IEEE Transactions on Neural Networks （SCI-Q1）, vol. 20, no.2, pp300-315, 2009.
  10. 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.
  11. 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. Tianshu Wang, Yuexian Hou, Panpan Wang and Xiaolei Niu, Exploring Relevance, Judgement Inspired by Quantum Weak Measurement, AAAI 2018 (CCF-A类).
  2. Panpan Wang, Yazhou Zhang, Xiang Li, Yuexian Hou, Dawei Song:
Does tang poetry affect human emotional state? A pilot study by EEG. BIBM 2017 （CCF-B类）: 2044-2047.
  3. Gong Chen, Yan Liu, Jiannong Cao, Sheng-hua Zhong, Yang Liu, Yuexian Hou, Peng Zhang:
Learning Music Emotions via Quantum Convolutional Neural Network. Brain Informatics 2017: 49-58.
  4. Xiaolei Niu, Yuexian Hou, Panpan Wang:
Bi-Directional LSTM with Quantum Attention Mechanism for Sentence Modeling. ICONIP 2017 (CCF-C类): 178-188.
  5. Bo Wang, Yingjun Sun, Bo Han, Yuexian Hou, Dawei Song:
Extending the Balance Theory by Measuring Bidirectional Opinions with Interactive Language. WWW 2017 （CCF-A类）, 849-850.
  6. Shuai Mi, Xiaozhao Zhao, Yuexian Hou, Peng Zhang, Wenjie Li, Dawei Song:
Iterative Project Quasi-Newton Algorithm for Training RBM. AAAI 2016（CCF-A类）: 4236-4237.
  7. Mengjiao Xie, Yuexian Hou, Peng Zhang, Jingfei Li, Wenjie Li, Dawei Song:
Modeling Quantum Entanglements in Quantum Language Models. IJCAI 2015（CCF-A类）: 1362-1368
  8. Ning Xing, Yuexian Hou, Peng Zhang, Wenjie Li, Dawei Song: Reinforcing the Topic of Embeddings with Theta Pure Dependence for Text Classification, EMNLP （CCF-B类） 2015: 2551-2556.
  9. Chengyao Chen, Dehong Gao, Wenjie Li, Yuexian Hou: Inferring topic-dependent influence roles of Twitter users. SIGIR 2014: 1203-1206 (SIGIR 2014, CCF Tier-A Conference).
  10. Peng Zhang, Dawei Song, Jun Wang, Yuexian Hou: Bias-variance decomposition of ir evaluation. SIGIR 2013: 1021-1024 (SIGIR 2013, CCF Tier-A Conference).
  11. Fanqi Meng, Dehong Gao, Wenjie Li, Xu Sun, Yuexian Hou: A unified graph model for personalized query-oriented reference paper recommendation. CIKM 2013: 1509-1512.
  12. Teng Ma, Yuexian Hou, Xiaozhao Zhao and Dawei Song, A global constrained optimization method for designing road networks with small Diameters, The 23rd International Joint Conference on Artificial Intelligence (IJCAI 2013, CCF Tier-A Conference), pp., 2869-2876.
  13. Dehong Gao, Renxian Zhang, Wenjie Li, Yuexian Hou, Twitter hyperlink recommendation with user-tweet-hyperlink three-way clustering (poster), in Proceedings of the 21st ACM International Conference on Information and Knowledge Management (CIKM2012, CCF Tier-B Conference）, pp., 2535-2538.
  14. 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 (CIKM2011, CCF Tier-B Conference）, pp. 2205-2208.
  15. Yuexian Hou, Liang He, Xiaochao Zhao, Dawei Song, High-order Pure Word Dependence Mining via Information Geometry (full paper), in Proceedings of the 3rd International Conference on the Theory of Information Retrieval (ICTIR2011), pp. 64-76, Best Paper Award.
  16. Xiaochao Zhao, Peng Zhang, Dawei Song, Yuexian Hou, A Novel Re-Ranking Approach Inspired by Quantum Measurement (poster), in Proceedings of the 33rd European Conference on Information Retrieval (ECIR2011, CCF Tier-C Conference), pp. 721-724, Best Poster Award.
  17. Peng Zhang, Dawei Song, Yuexian Hou, Jun Wang, Peter Bruza, Automata Modeling for Cognitive Interference in Users' Relevance Judgment (full paper), AAAI-Fall 2010 Symposium on Quantum Informatics for Cognitive, Social, and Semantic Processes, pp. 125-133, Washington DC, November 11-13, 2010
  18. Tingxu Yan, Tamsin Maxwell, Dawei Song, Yuexian Hou, Peng Zhang, Event-based Hyperspace Analogue to Language for Query Expansion (short paper), in Proceedings the 48th Annual Meeting of the Association for Computational Linguistics (ACL2010, CCF Tier-B Conference), pp. 120-125.
  19. Peng Zhang, Yuexian Hou, Dawei Song, Approximating True Relevance Distribution from a Mixture Model Based on Irrelevance Data (full paper), in Proceedings of the 32nd Annual ACM SIGIR Conference (SIGIR2009, CCF Tier-A Conference), pp. 107-114.
  20. Yuexian Hou, Dawei Song, Characterizing Pure High-order Entanglements in Lexical Semantic Spaces via Information Geometry (full paper)，in Proceedings of the 3rd International Symposium on Quantum Interaction (QI2009, Saarbruecken, Germany), pp.237-250.
  21. Wenjie Li, Peng Zhang, Furu Wei, Yuexian Hou, Qin Lu, A Novel Feature-based Approach to Chinese Entity Relation Extraction (short paper), in Proceedings the 46th Annual Meeting of the Association for Computational Linguistics (ACL2008, CCF Tier-B Conference), pp. 89-92.
  22. 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 (WI2006), pp.749-752.
  23. Yuexian Hou, Kefei Gong, Pilian He, Adaptively incremental Self-organizing Isometric Embedding (full paper), in Proceedings of the 13rd International Conference on Neural Information Processing (ICONIP2006, CCF Tier-C Conference), pp. 978-986, Lecture Notes on Computer Science, vol. 4232.
  24. Yuexian Hou, Jingyi Wu, Pilian He, Improving classification precision by implicit kernels motivated by manifold learning (full paper), in Proceedings of 2006 International Joint Conference on Neural Networks (IJCNN2006, CCF Tier-C Conference), pp. 1354-1359.
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