虚拟定位设置iphone 7:2010年图灵奖授予了英国计算机科学家Leslie Valiant

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计算机协会(ACM)宣布,2010年度图灵奖授予了在开发机器学习理论等方面有基础性贡献的英国计算机理论学家、哈佛大学教授 Leslie Valiant,奖金为25万美元。

ACM称,Valiant在机器学习,计算复杂度理论,并行和分布式计算等领域都有突出贡献,推动了人工智能技术的发展。在Valiant之前,有很多人在研究机器学习,也取得了不俗的贡献,但一个基础问题始终没有攻破——如何处理错误。当时的机器学习能执行阳性结果和阴性结果,对超过样本局限之外的情况无法自我发挥,系统无法处理不可避免的错误。Valiant在1984年提出了概率近似正确模型,以一种弱学习方式训练机器学习,输入的信息越充分它的预测也会愈加精确,它允许未来的错误发生,比如我们所熟悉的垃圾邮件过滤器。在复杂度理论方面,Valiant提出了复杂度#P完全概念。

Leslie Valiant 
T. Jefferson Coolidge Professor of Computer Science and Applied Mathematics, 
School of Engineering and Applied Sciences, Harvard University.

Contact Info:
Email: valiant seas harvard edu
Tel: 617-495-5817
Fax: 617-496-6404
Office: 351, Maxwell Dworkin,
            33, Oxford Street,
            Cambridge, MA 02138.

Office Hours:

Thursdays 1.30-2.30 pm.

Earlier Publications

Recent Publications:

71. Circuits of the Mind, Oxford University Press, (1994, 2000).

72. Robust logics, Artificial Intelligence Journal, 117 (2000) 231-253.

73. A neuroidal architecture for cognitive computation, J. Assoc. Computing Machinery, 47:5 (2000) 854-882.

74. Quantum circuits that can be simulated classically in polynomial time, SIAM J. on Computing, 31:4 (2002) 1229-1254.

75. Expressiveness of matchgates, Theoretical Computer Science, 289:1 (2002) 457-471 (and 299 (2003) 795.)

76Three problems in computer science, J. Assoc. Computing Machinery, 50:1 (2003) 96-99.

77. Holographic algorithms (extended abstract), Proc45th Annual IEEE Symposium on Foundations of Computer Science, Oct 17-19, Rome, Italy, (2004). IEEE Press, 306-315.

78. Memorization and association on a realistic neural model, Neural Computation, 17:3 (2005) 527-555.

79. Holographic circuits, Proc. 32nd International Colloquium on Automata, Languages and Programming, July 11-15, Lisbon, Portugal, LNCS, Vol. 3580, (2005), Springer-Verlag, 1-15.

80. Completeness for parity problems, Proc. 11th International Computing and Combinatorics Conference, Aug 16-19, Kunming, China, LNCS, Vol. 3959, (2005), Springer-Verlag, 1-9.

81. A quantitative theory of neural computation, Biological Cybernetics, 95:3 (2006) 205-211.

82. Knowledge infusion, Proc. 21st National Conference on Artificial Intelligence, AAAI06, Jul 16-20, Boston, MA, AAAI Press, (2006), 1546-1551.

83. Accidental algorithms, Proc47th Annual IEEE Symposium on Foundations of Computer Science, Oct 22 -24, Berkeley, CA, IEEE Press, (2006), 509-517.

84. Holographic algorithms, SIAM J. on Computing, 37:5 (2008) 1565-1594. (Earlier version: Electronic Colloquium on Computational Complexity, Report TR05-099, (2005).)

85. A first experimental demonstration of massive knowledge infusion, (with Loizos Michael), Proc. 11th International Conference on Principles of Knowledge Representation and Reasoning, Sept. 16-20, 2008, Sydney, Australia, 378-389.

86. Knowledge infusion: In pursuit of robustness in artificial intelligence, Proc 28th Conference on Foundations of Software Technology and Theoretical Computer Science, Dec 9-11, 2008, Bangalore, India, Indian Association for Research in Computing Science, 415-422.

87. Evolvability, J. Assoc. Computing Machinery, 56:1 (2009) 3:1 - 3:21. (Earlier version: Proc. 32nd International Symposium on Mathematical Foundations of Computer Science, Aug. 26-31, ?esky Krumlov, Czech Republic, LNCS, Vol 4708, (2007) Springer-Verlag, 22-43.)

88. Experience-induced neural circuits that achieve high capacity, (with Vitaly Feldman), Neural Computation, 21:10 (2009) 2715-2754.

89. A bridging model for multi-core computing, Journal of Computer and System Sciences77:1 (2011) 154-166 (Earlier version: Proc. 16th Annual European Symposium on Algorithms, Sept. 15-17, 2008, Karlsruhe, Germany, LNCS, Vol 5193, (2008), Springer-Verlag, 13-28.)

90. Some observations on holographic algorithms, Proc. 9th Latin American Theoretical Informatics Symposium, LATIN 2010: Oaxaca, Mexico, April 19-23, 2010, LNCS, Vol 6034 Springer-Verlag (2010), 577-590.

91. Evolution with drifting targets, (with Varun Kanade and Jennifer Wortman Vaughan), Proc, 23rd Annual Conference on Learning Theory, (COLT 2010).

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 This profile was referenced from: http://people.seas.harvard.edu/~valiant/