计算之智与哲学之慧分享 http://blog.sciencenet.cn/u/huangfuqiang

博文

2011年图灵奖获得者Judea Pearl教授

已有 9224 次阅读 2012-3-29 22:23 |个人分类:ACM图灵奖|系统分类:人物纪事| 图灵奖, 2011

ACM获奖理由:人工智能领域基础性的贡献-------概率推理与因果关系推理的演算模式
博主注:1、(概率图模型PGM)拓展了AI的知识工程进路研究范式,推进了不确定性信息处理的方法,概率推理+图论+认知+因果关系+知识工程+。。。。。。不同于基于逻辑、基于规则的研究进路。丰富了AI的范式,为AI后续发展奠定了一种方向性的基础。现有方法与思路对AI的发展都重要,关键是如何集成现有成果?何时集成现有成果?针对性的问题如何纵深演化下去?统一的基础到底能否形成?如何形成?AI的追问与反思永远会继续,每次创新,都有新的视角。
              2、可以作为一般方法论。
              3、真正是创新有影响的一系列思想与方法论成果,对AI及其它领域发展具有重要意义。
       做这方面思路研究的人现在国内外很多,比如MIT,主要涉及领域性应用的与一般方法论推进的。笔者除了读过英文介绍中提及的2000年著作
"Causality: Models, Reasoning, and Inference"外,还读过他的1988年“Probabilistic-Reasoning-in-Intelligent-Systems_Networks-of-Plausible-Inference”的著作。
    
    

Judea Pearl is a professor of computer science at the University of California, Los Angeles, where he was director of the Cognitive Systems Laboratory.  Before joining UCLA in 1970, he was at RCA Research Laboratories, working on superconductive parametric and storage devicesPreviously, he was engaged in advanced memory systems at Electronic Memories, Inc.  Pearl is a graduate of the Technion, the Israel Institute of Technology, with a Bachelor of Science degree in Electrical Engineering.  In 1965, he received a Master’s degree in Physics from Rutgers University, and in the same year was awarded a Ph.D. degree in Electrical Engineering from the Polytechnic Institute of Brooklyn. 

Among his many awards, Pearl is the recipient of the 2012 Harvey Prize in Science and Technology from the Technion, and the 2008 Benjamin Franklin Medal in Computers and Cognitive Science from the Franklin Institute.  He was presented with the 2003 Allen Newell Award from ACM and the AAAI (Association for the Advancement of Artificial Intelligence). His groundbreaking book on causality, Causality: Models, Reasoning, and Inference, won the 2001 Lakatos Award from the London School of Economics and Political Science “for an outstanding significant contribution to the philosophy of science.”   

Pearl is a member of the National Academy of Engineering and a Fellow of AAAI and the Institute for Electrical and Electronic Engineers (IEEE). He is President of the Daniel Pearl Foundation www.danielpearl.org named after his son.

Pearl's Work

Judea Pearl's work has transformed artificial intelligence (AI) by creating a representational and computational foundation for the processing of information under uncertainty(不确定性信息处理:AI演进的关键问题).  Pearl's work went beyond both the logic-based theoretical orientation of AI and its rule-based technology for expert systems.  He identified uncertainty as a core problem faced by intelligent systems and developed an algorithmic interpretation of probability theory as an effective foundation for the representation and acquisition of knowledge(知识表示与获取).

Focusing on conditional independence as an organizing principle for capturing structural aspects of probability distributions, Pearl showed how graph theory can be used to characterize conditional independence, and invented message-passing algorithms that exploit graphical structure to perform probabilistic reasoning effectively.  This breakthrough has had major impact on a wide variety of fields where the restriction to simplified models had severely limited the scope of probabilistic methods; examples include natural language processing, speech processing, computer vision, robotics, computational biology, and error-control coding.

Equally significant is Pearl's work on causal reasoning, where he developed a graph-based calculus of interventions that makes it possible to derive causal knowledge from the combined effects of actions and observations. This work has been transformative within AI and computer science, and has had major impact on allied disciplines of economics, philosophy, psychology, sociology, and statistics.

获奖教授主页

维基百科

Turing Centenary Celebration and Awards Banquet in June.

Judea Pearl wins Turing Award for work on AI reasoning, now looking at 'moral' computers


2008 Franklin Institute Awards

英文信息来源于ACM网站


https://blog.sciencenet.cn/blog-89075-553185.html

上一篇:隐形抄袭【闲话】
下一篇:2011ACM - Infosys Foundation Award in the Computing Sciences
收藏 IP: 218.201.105.*| 热度|

5 李毅伟 徐硕 罗汉江 刘钢 dulizhi95

该博文允许注册用户评论 请点击登录 评论 (4 个评论)

数据加载中...

Archiver|手机版|科学网 ( 京ICP备07017567号-12 )

GMT+8, 2024-4-19 08:31

Powered by ScienceNet.cn

Copyright © 2007- 中国科学报社

返回顶部