姚远

研究员, 博士生导师, 北京大学"百人计划"研究员

2006年 获得 数学哲学博士学位(美国加州大学伯克利分校)

办公地址:北京大学理科1号楼1283室

联系电话:62759532 E-mail: yuany AT math DOT pku DOT edu DOT cn

Webpage: http://www.math.pku.edu.cn/teachers/yaoy/

主要研究领域

统计机器学习及高维数据分析中的数学方法,特别是拓扑与几何方法、动态学习理论,计算生物学

代表性学术论著

  • Yao, Y. A Dynamic Theory of Learning -- Online Learning and Stochastic Algorithms in Reproducing Kernel Hilbert Spaces, Verlag Dr. Muller, ISBN: 978-3-639-09390-2. 2008.
  • Jiang, X., L.-H. Lim, Y. Ye and Y. Yao. Statistical Ranking and Combinatorial Hodge Theory. Mathematical Programming, 127(1): 203-244, 2011.
  • Yao, Y. On Complexity Issue of Online Learning Algorithms. IEEE Transactions on Information Theory, Vol.56,no.12, pp. 6470 – 6481, 2010.
  • Yao, Y., J. Sun, X. Huang, G. Bowman, V. Pande, L. Guibas and G. Carlsson, Topological Methods for Exploring Low-density States in Biomolecular Folding Pathways. Journal of Chemical Physics, 130,144115, 2009.
  • Bowman, G., X. Huang, Y. Yao, J. Sun, G. Carlsson, L. Guibas and V. Pande, Structural insight into RNA hairpin folding intermediates. Journal of American Chemistry Society, 130 (30): 9676-8, 2008.
  • Caponnetto, A. and Y. Yao. Adaption for Regularization Operators in Learning Theory, CBCL Paper \#265/AI Technical Report \#063, Massachusetts Institute of Technology, Cambridge, MA, September, 2006. Analysis and Applications, 8(2): 161-183, 2008.
  • Yao, Y., L. Rosasco and A. Caponnetto. On Early Stopping in Gradient Descent Learning. Constructive Approximation, 26 (2): 289-315, 2007.
  • Smale, S. and Y. Yao. Online Learning Algorithms. Foundation of Computational Mathematics, 6(2): 145-170, 2006.
  • Minh, H.Q., P. Niyogi and Y. Yao. Mercer's Theorem, Feature Maps, and Smoothing. In: Proc. of Computational Learning Theory (COLT), 2006.
  • Yao, Y., G. L. Marcialis, M. Pontil, P. Frasconi, and F. Roli. Combining Flat and Structured Representations for Fingerprint Classification with Recursive Neural Networks and Support Vector Machines. Pattern Recognition, 36(2): 397-406, 2003.

主要科研项目

  • 国家自然科学基金面上项目(负责人),多模态分子成像信息融合的统计理论和算法研究,2011-2013
  • 国家重点基础研究发展计划(973)课题(参加人),细胞信号时空动态的前沿研究和关键技术,2011-2015

主要学术任职

  • Memberships: American Mathematical Society (AMS), Association for Computing Machinery (ACM), Institute of Mathematical Statistics (IMS), Society for Industrial and Applied Mathematics (SIAM)