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宋大为
2023-05-06 11:41
  • 宋大为
  • 宋大为 - 教授 博导-北京理工大学-计算机学院-个人资料

近期热点

资料介绍

个人简历


个人信息
  【教育及工作经历】1972年10月出生。教授,博士生导师。 2000年7月毕业于香港中文大学系统工程与工程管理系,获博士学位;2000年9月至2005年7月任澳大利亚分布式系统技术研究中心高级科学家;2005年9月至2008年10月任英国开放大学知识媒体研究所高级讲师,兼任科研副所长;2008年11月至2012年2月任英国罗伯特戈登大学计算机学院讲席教授,兼任大学创新科技和可持续发展研究中心管委会委员;2012年3月至2018年2月任天津大学计算机学院“天津市高层次人才引进计划”特聘教授。2018年3月加入北京理工大学计算机学院。
  【教学科研工作】长期从事信息检索、自然语言处理及人工智能领域的研究工作,旨在构建符合人类信息推理和认知特点的多模态信息获取、交互和知识发掘理论与方法,特别是近年来,倡导和推动国际新兴的基于量子力学理论的探索式信息检索与交互模型研究。在英国全职任教期间,作为负责人主持英国国家工程及物理科学基金(EPSRC)、英国皇家学会、英国国家信息系统委员会(JISC)、 欧盟第六、第七框架和地平线2020项目12项。2012年回国后,主持国家自然科学基金重点和面上项目各1项,重点研发项目课题1项,参与国家973项目2项。已发表学术论文200余篇,其中包括ACM TOIS、IEEE TKDE、IEEE TNNLS、ACM TIST、JASIST等SCI二区以上或CCF A类期刊,以及ACM SIGIR、ACL、IJCAI、WWW等CCF A类国际会议论文50余篇。在国际评测会议TREC 2006的专家搜索任务中,其领导团队研发的专家搜索系统在大多数性能指标上均取得第一名。获得欧洲信息检索会议(ECIR2011)和国际信息检索理论会议(ICTIR2011)最佳论文奖,于2006年和2007年两次获得IBM创新成就奖

研究领域


信息检索、自然语言处理、知识获取、人工智能、量子交互与认知"承担科研情况
  1. 国家重点研发计划“智能司法公开关键技术研究”课题:基于司法公开信息资源有效融合的探索式搜索技术研究,2018YFC0831704,负责人,2019-2021
  2. 国家自然科学基金通用技术基础联合基金重点项目:大数据和社会场景下的互动语言意图深度理解基础理论和关键技术研究,U1636203,负责人,2017-2020
  3. 国家自然科学基金面上项目:融合用户、上下文和系统:基于量子理论的信息检索模型研究, 61272265,负责人,2013-2016
  4. 973项目:基于生物、心理多模态信息的潜在抑郁风险预警理论与生物传感关键技术的研究,2014CB744604,子课题负责人,2014-2018
  5. 973项目:互联网环境中文言语信息处理与深度计算的基础理论和方法,2013CB329304,子课题负责人,2013-2017
  6. 欧盟第7框架,玛丽居里国际合作项目: Quantum Contextual Information Access and Retrieval (QONTEXT), PIRSES-GA-2009-247590,20万欧元,共同负责人,2010-2013
  7. 英国国家工程和物理科学研究基金项目: Automatic Adaptation of Knowledge Structures for Assisted Information Seeking(AutoAdapt),EP/F035705/1,32.7万英镑,负责人,2008-2012
  8. 英国国家工程和物理科学研究基金项目: Towards Context-Sensitive Information Retrieval Based on Quantum Theory: With Applications to Cross-media Search and Structured Document Access (Renaissance)

近期论文


代表性学术成果
  1.Uprety, S, Gkoumas, D., Song, D. (2020). A Survey of Quantum Theory Inspired Approaches to Information Retrieval. ACM Computing Surveys. In press. JCR一区
  2.Li, X., Zhao, Z., Song, D., Zhang, Y., Pan, J., Wu, L., Huo, J., Niu, C. and Wang, D. (2020) Latent Factor Decoding of Multi-Channel EEG for Emotion Recognition Through Autoencoder-Like Neural Networks. Frontiers in Neuroscience, Vol 14, Article 87, March 2020. JCR二区
  3.Zhang, Y., Song, D., Li, X., Zhang, P., Wang, P. Rong, L., Yu, G., Wang, B. (2020). A Quantum-Like Multimodal Network Framework for Modeling Interaction Dynamics in Multiparty Conversational Sentiment Analysis. Information Fusion. Vol. 61, pp. 14-31, Oct. 2020. JCR一区
  4.Jiang, Y., Zhang, P., Gao, H., Song, D. (2020). A Quantum Interference Inspired Neural Matching Model for Ad-hoc Retrieval. The 43rd International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR2020), accepted. CCF A类
  5.Zhang, C., Li, Q., Hua, L., Song, D. (2020). Assessing the Memory Ability of Recurrent Neural Networks. The 24th European Conference on Artificial Intelligence (ECAI2020). Accepted. 10-12 June 2020. Santiago de Compostela, Spain. CCF B类
  6.Zhang, C., Li, Q., Song, D. (2019). Aspect-based Sentiment Classification with Aspect-specific Graph Convolutional Networks. The 2019 Conference on Empirical Methods in Natural Language Processing (EMNLP2019), pp. 4567-4577. 3-7 November 2019, Hong Kong, China. CCF B类
  7.Zhang, Y., Li, Q., Song, D., Zhang, P., Wang, P. (2019). Quantum-inspired Interactive Networks for Conversational Sentiment Analysis. The 28th International Joint Conference on Artificial Intelligence (IJCAI2019), pp. 5436-5442. 10-16 August 2019, Macau, China. CCF A类
  8.Ma, X., Zhang, P., Zhang, S., Duan, N., Zhou, M., Song, D. (2019). A Tensorized Transformer for Language Modeling. Annual Conference on Neural Information Processing Systems 2019 (NeurIPS 2019), pp. 2229-2239. 8-14 December 2019, Vancouver, BC, Canada. CCF A类
  9.Zhang, L., Zhang, P., Ma, X., Gu, S., Su, Z., Song, D. (2019). A Generalized Language Model in Tensor Space. The Thirty-Third AAAI Conference on Artificial Intelligence (AAAI 2019), pp. 7450-7458. January 27 - February 1, 2019, Honolulu, Hawaii, USA. CCF A类
  10.Zhang, Y., Song, D., Zhang, P., Wang, P., Li, J., Wang, B. (2018). A Quantum-Inspired Multimodal Sentiment Analysis Framework. Theoretical Computer Science. 752, pp. 21-40. CCF B类
  11.Zhang, P., Niu, J., Su, Z., Wang, B., Song, D. (2018). End-to-End Quantum-like Language Models with Application to Question Answering. The 32nd AAAI Conference on Artificial Intelligence (AAAI 2018), pp. 5666-5673. 2-7 February 2018, New Orleans, USA. CCF A类
  12.Zhang, P., Su, Z., Zhang, L., Wang, B., Song, D. (2018). A Quantum Many-body Wave Function Inspired Language Modeling Approach. The 27th ACM International Conference on Information and Knowledge Management (CIKM 2018), pp. 1303-1312. 22-26 October 2018, Torino, Italy. CCF B类
  13.Zhao, X., Hou, Y., Song, D., and Li, W. (2018) A Confident Information First Principle for Parametric Reduction and Model Selection of Boltzmann Machines. IEEE Transactions on Neural Networks and Learning Systems (TNNLS). 29(5): 1608-1621. JCR一区
  14.Li, X., Song, D., Zhang, P., Zhang, Y., Hou, Y., Hu, B. (2018). Exploring EEG Features in Cross-subject Emotion Recognition. Frontiers in Neuroscience. 12, article no. 162. SCI二区
  15.Li, J., Wu, Y., Zhang, P., Song, D., and Wang, B. (2017). Learning to Diversify Web Search Results with a Document Repulsion Model. Information Sciences. Vol. 411, pp. 136-150. JCR二区
  16.Li, J., Zhang, P., Song, D., and Wu, Y. (2017). Understanding an Enriched Multidimensional User Relevance Model by Analyzing Query Logs. Journal of the Association for Information Science and Technology (JASIST). 68(12):2743–2754. CCF B类
  17.Zhang, P., Yu, Q., Hou, Y., Song, D., Li, J., and Hu, B. (2017). A Distribution Separation Method Using Irrelevance Feedback Data for Information Retrieval. ACM Transactions on Intelligent Systems and Technology (TIST). 8(3), article 46. JCR二区
  18.Zhang, P., Li, J., Wang, B., Zhao, X., Song, D., Hou, Y., and Melucci, M. (2016). A Quantum Query Expansion Approach for Session Search. Entropy, 18(4), article 146. JCR二区
  19.Wang, B., Zhang, P., Li, J., Song, D., Hou, Y., and Shang, Z. (2016). Exploration of Quantum Interference in Document Relevance Judgment Discrepancy. Entropy, 18(4), article 144. JCR二区
  20.Li, J., Zhang, P., Song, D., and Hou, Y. (2016). An Adaptive Contextual Quantum Language Model. Physica A: Statistical Mechanics and its Applications. Vol. 456, pp. 51-67. JCR二区
  21.Zhang, P., Song, D., Wang, J. and Hou, Y. (2014). Bias-variance analysis in estimating true query model for information retrieval. Information Processing & Management. 50(1), pp. 199–217. CCF B类
  22.Clark, M., Ruthven, I., Holt, P., Song, D., and Watt, S. (2014). You Have E-Mail, What Happens Next? Tracking the Eyes for Genre. Information Processing & Management. 50(1), pp. 175–198. CCF B类
  23.Hou, Y., Zhao, X., Song, D., Li, W. (2013). Mining Pure High-order Word Associations via Information Geometry for Information Retrieval. ACM Transactions on Information Systems (TOIS). 31(3), pp. 12:1-12:32. CCF A类
  24.Kruchwitz, U., Lungley, D., Albakour, M-D. and Song, D. (2013). Deriving query suggestions for site search. Journal of American Society for Information Science and Technology (JASIST). 64(10), pp. 1975–1994. CCF B类
  25.Clark, M., Kim, Y., Kruschwitz, U., Song, D., Albakour, D., Dignum, S., Cervino Beresi, U., Fasli, M. and De Roeck, A. (2012). Automatically Structuring Domain Knowledge from Text: a review of current research. Information Processing and Management (IP&M). Vol. 48(3), pp. 552-568. CCF B类
  26.Adeyanju, I., Song, D., De Roeck, A., Albakour, M-D., Kruschwitz, U. and Fasli, M. (2012). Adaptation of the Concept Hierarchy Model with Search Logs for Query Recommendation on Intranets. The 35th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR2012), pp. 5-14.12-16 August 2012, Portland, Oregon, USA. CCF A类
  27.Wang, L., Song, D. and Elyan, E. (2012). Improving Bag-of-visual-Words model with spatial-temporal correlation for video retrieval. The 21st ACM Conference on Information and Knowledge Management (CIKM2012), pp. 1303-1312. 30 October - 1 November 2012, Hawaii, USA. CCF B类
  28.Yan, X., Lau, R.Y.K, Song, D., Li, X. and Ma, J. (2011). Towards a Semantic Granularity Model for Domain Specific Information Retrieval. ACM Transactions on Information Systems (TOIS). Vol. 29 (3), pp. 15:1-15:46. CCF A类
  29.Hou, Y., Zhang, P., Yan, T., Li, W. and Song, D. (2010). Beyond Redundancies: A Metric-Invariant Method for Unsupervised Feature Selection. IEEE Transactions on Knowledge and Data Engineering (TKDE). Vol. 22(3), pp. 348-364. CCF A类
  30.Zhu, J., Huang, X., Song, D. and Rueger, S. (2010). Integrating Multiple Document Features in Language Models for Expert Finding. Knowledge and Information Systems (KAIS). Vol. 23(1), pp. 29-54. CCF B类
  31.Zhu, J., Song, D. and Rueger, S. (2009). Integrating Multiple Windows and Document Features for Expert Search. Journal of American Society for Information Science and Technology (JASIST). Vol. 60(4), pp. 694-715. CCF B类 32.Zhang, P., Hou, Y. and Song, D. (2009). Approximating True Relevance Distribution from a Mixture Model Based on Irrelevance Data. The 32nd Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR2009), pp. 107-114. 19-23 July 2009, Boston, USA. CCF A类
  33.Lau, R.Y.K, Song, D., Li, Y., Cheung, T. and Hao, J. (2009). Towards A Fuzzy Domain Ontology Extraction Method for Adaptive e-Learning. IEEE Transactions on Knowledge and Data Engineering (TKDE), Vol. 21(6), pp. 800-813. CCF A类
  34.Lau, R.Y.K., Bruza, P.D. and Song, D. (2008). Towards a Belief Revision Based Adaptive and Context Sensitive Information Retrieval System. ACM Transactions on Information Systems (TOIS). Vol. 26 (6), pp. 8:1-8:38. CCF A类
  35.Yan, X., Song, D., and Li, X. (2006). Concept-based Document Readability in Domain Specific Information Retrieval. In Proceedings of the ACM Fifteenth Conference on Information and Knowledge Management (CIKM2006), pp. 540-549. 6-11 November 2006, Arlington, VA, USA. CCF B
  36.Bai, J., Song, D., Bruza, P.D., Nie, J.Y. and Cao, G. (2005). Query Expansion Using Term Relationships in Language Models for Information Retrieval. In Proceedings of the 14th International ACM Conference on Information and Knowledge Management (CIKM2005), pp. 688-695. 31 October - 05 November, 2005, Bremen, Germany. CCF B类
  37.Lau, R., Bruza, P.D. and Song, D. (2004). Belief Revision for Adaptive Information Retrieval. In Proceedings of the 27th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR2004), pp. 130-137. 25-29 July, 2004, Sheffield, United Kingdom. CCF A类
  38.Song, D. and Bruza, P.D. (2003). Towards Context-sensitive Information Inference. Journal of the American Society for Information Science and Technology (JASIST), Vol. 54(4), February 2003, pp. 321-334. CCF B类
  39.Song, D. Bruza P.D. (2001). Discovering Information Flow Using a High Dimensional Conceptual Space. The 24th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR2001), pp. 327-333. 9-13 September 2001, New Orleans, Louisiana, USA. CCF A类
  40.Wong, K.F., Song, D., Bruza, P.D. and Cheng, C.H. (2001). Application of Aboutness to Functional Benchmarking in Information Retrieval, ACM Transactions on Information Systems (TOIS), Vol. 19(4), October 2001, pp. 337-370. CCF A类
  41.Bruza, P.D., Song, D. and Wong, K.F. (2000). Aboutness from a Commonsense Perspective, Journal of the American Society for Information Science and Technology (JASIST), Vol. 51(12), October 2000, pp. 1090-1105. CCF B类
1. 2015- 中文信息学会信息检索专委会委员
  2. 2018- ACM SIGIR国际信息检索理论会议(ICTIR),Steering Committee委员
  3. 2013 亚洲信息检索学会会议(Asian Information Retrieval Societies – AIRS),Steering Committee主席
  4. 2008-2011 英国计算机学会(British Computer Society)信息检索专委会(Information Retrieval Specialists Group)秘书长
  【国际际学术活动主要组织者】
  1. 2018 ACM 国际信息检索理论会议(ICTIR2018),大会主席
  2. 2017 欧洲信息检索会议(ECIR2017),程序委员会(短论文)主席
  3. 2015 38th ACM SIGIR Annual Conference on Research and Development in Information Retrieval (SIGIR’2015),信息检索模型领域主席;
  4. 2014 37th ACM SIGIR Annual Conference on Research and Development in Information Retrieval (SIGIR’2014),信息检索模型领域主席
  5. 2011 5th International Symposium on Quantum Interaction (QI'2011),大会主席
  6. 2010 33rd ACM SIGIR Annual Conference on Research and Development in Information Retrieval (SIGIR’2010),Sponsorship主席
  7. 2009 2nd International Conference on the Theory of Information Retrieval(ICTIR2009),程序委员会主席
  8. 2009 5th Asian Information Retrieval Symposium,程序委员会主席
  9. 2008 British Computer Society Workshop on Corpus Profiling for IR and NLP,大会主席
  10. 2008 UK Workshop on Multimedia Knowledge Management,大会主席

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