谭营

教授, 博士生导师

1997年 获得 工学博士学位(东南大学)

办公地址:北京大学理科2号楼2303室

联系电话:62767611 E-mail: ytan AT pku DOT edu DOT cn

Webpage: http://www.cil.pku.edu.cn/

主要研究领域

计算智能,神经网络、群体智能与算法,机器学习;人工免疫算法,计算机安全,数据挖掘与知识发现

代表性学术论著

  • Y. Tan, “Particle Swarm Optimizer Algorithms Inspired by Immunity-Clonal Mechanism and Their Application to Spam Detection," International Journal of Swarm Intelligence Research, Vol. 1, no. 1, pp. 64-86, January-March 2010.
  • Y. Tan, J. Wang, “A Support Vector Network with Hybrid Kernel and Minimal Vapnik-Chervonenkis Dimension,” IEEE Transactions on Knowledge and Data Engineering, Vol.26, No.2, pp.385-395, 2004.
  • Y. Tan, J. Wang, ”Nonlinear Blind Separation Using Higher-Order Statistics and A Genetic Algorithm,” IEEE Transaction on Evolutionary Computation, Vol.5, No.6, pp. 600-612, Dec. 2001.
  • Y. Tan, J. Wang, J.M. Zurada, “Nonlinear Blind Source Separation Using Radial Basis Function Networks,” IEEE Transaction on Neural Networks, Vol.12, No.1, pp.124-134, Jan. 2001.
  • Y.C. Zhu, Y. Tan, " A Local Concentration Based Feature Extraction Approach for Spam Filtering," IEEE Transactions on Information Forensics and Security, Vol.22, No. 6, pp.1-13, June 2011.
  • X. Huang, Y. Tan, X.G. He, "An Intelligent Multi-feature Statistical Approach for Discrimination of Driving Conditions of Hybrid Electric Vehicle," IEEE Transactions on Intelligent Transportation Systems, Vol. 12, No. 6, 2010.
  • Y. Tan,Y.C. Zhu,"Advances in Anti-spam Techniques,"CAAI Transactions on Intelligent Systems,Vol.5,no.3,pp.189-201, 2010.
  • S.C. Gu, Y. Tan, X.G. He, "Recent-Biased Learning for Time Series Forecast," Information Science, 180 (2010) 321-331.
  • G.C. Ruan, Y. Tan, "A Three-layer Back-propagation Neural Network for Spam Detection Using Artificial Immune Concentration," Softcomputing, Vol.14, pp.139-150, 2010.
  • S.C. Gu, Y. Tan, X.G. He, "Discriminant Analysis via Support Vectors," Neurocomputing, Vol.73, No.10, pp.1669-1675, 2010.
  • J.Q. Zhang, Y. Tan, et.al., "Hybrid Uniform Distribution of Particle Swarm Optimizer," IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences, Vol. E93-A, No.10, pp.1782-1791, 2010.
  • J.Q. Zhang,Y. Tan, et.al, "AMT-PSO: An Adaptive Magnification Transformation Based Particle Swarm Optimizer," IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences, Vol. E95-A, no. 12, December 20, 2010.
  • P.T. Zhang, W. Wang, Y. Tan, "A Malware Detection Model based on a Negative Selection Algorithm with Penalty Factor," Science in China (Information Science), Vol. 53, No. 12, pp. 2461-2471, 2010.
  • S.C. Gu, Y. Tan, X.G. He, "Laplacian Smoothing Transform for Face Recognition," Science in China (Information Science), Vol. 52, No. 12, pp., 2415-2428, 2010.
  • J. Wang, Y. Tan, ''Efficient Euclidean Distance Transform Using Perpendicular Bisector Segmentation'' IEEE Computer Vision and Pattern Recognition (CVPR) 2011, Colorado Springs, U.S.A. 2011. pp. 1625-1632.
  • Y.C. Zhu,Y. Tan, ''Extracting Discriminative Information from E-mail for Spam Detection Inspired by Immune System'' IEEE World Congress on Computational Intelligence (WCCI'2010-CEC'2010), pp.1-7, July 18-23, 2010, Barcelona, Spain.
  • Y. Zhou, Y. Tan, ''Particle Swarm Optimization with Triggered Mutation and Its Implementation based on GPU,''ACM Genetic and Evolutionary Computation Conference (GECCO'2010), pp.1-8, July 7-11, 2010, Portland, Oregon, U.S.A. (Oral)
  • X. Huang, Y. Tan, X.G. He, "A Torque Control Strategy with Charge Buffer for Parallel Hybrid Electric Vehicle," IEEE 72nd Vehicular Technology Conference: VTC2010-Fall 6-9 September 2010, Ottawa, Canada. pp.1-5.

主要科研项目

  • 国家高技术研究发展计划(863)项目(负责人),智能型电子垃圾邮件动态连续检测系统研究,2007-2009.
  • 国家自然科学基金项目(负责人),基于混合分布概率模型的粒子群优化计算方法及其应用研究2009-2011.
  • 国家自然科学基金项目基于生物免疫原理的计算机安全免疫技术与模型研究,2007-2009.
  • 国家自然科学基金-国际(地区)合作与交流项目项目(负责人),编号:61010306001, 2010.

主要获奖成果

  • 获得2009年度国家自然科学奖二等奖。

主要学术任职

  • Editor: International Journal of Artificial Intelligence (IJAI),(ISSN 0974-0635), 2011-
  • Editors: Springer’s Lecture Notes in Computer Science, LNCS 6728, 6729, 6145, 6146, 5263, 5264.
  • Associate Editors:International Journal of Swarm Intelligence Research (IJSIR), 2009-., IES Journal B, Intelligent Devices and Systems, 2007-2011; Associate Editor-in-Chief: International Journal of Intelligent Information Processing, 2010-.
  • Editorial Board: Journal of Computer Science and Systems Biology, 2009-, Applied Mathematical and Computational Sciences, 2010-. International Journal on Knowledge Based Intelligent Engineering System, 2002-.
  • Guest Editors: Information Science; Soft Computing; KES Journal; International Journal of AI; Computer Journal; CI; etc.
  • General Chairs of 2nd ICSI’2011 and 1st ICSI’2010; Publication Chair of 3rd IWACI’2010; Program Chair of 5th ISNN’2008.
  • IEEE Computational Intelligence Society, Emerging Technologies Technical Committee (ETTC) member, 2011-.
  • IEEE Senior Member.