Where does AlphaGo go: from Church-Turing Thesis to AlphaGo Thesis and beyond
Wang, Fei-Yue1,3; Zhang, Jun Jason2; Zheng, Xinhu4; Wang, Xiao1; Yuan, Yong1; Dai, Xiaoxiao2; Zhang J(张杰)1; Yang, Liuqing5
2016-04
发表期刊IEEE/CAA Journal of Automatica Sinica
卷号3期号:2页码:113-120
文章类型Journal Paper
摘要
An investigation on the impact and significance of the AlphaGo vs. Lee Sedol Go match is conducted, and concludes with a conjecture of the AlphaGo Thesis and its extension in accordance with the Church-Turing Thesis in the history of computing. It is postulated that the architecture and method utilized by the AlphaGo program provide an engineering solution
for tackling issues in complexity and intelligence. Specifically, the AlphaGo Thesis implies that any effective procedure for hard decision problems such as NP-hard can be implemented with AlphaGo-like approach. Deep rule-based networks are proposed in attempt to establish an understandable structure for deep neural networks in deep learning. The success of AlphaGo and corresponding thesis ensure the technical soundness of the parallel intelligence approach for intelligent control and management of complex systems and knowledge automation.
关键词Acp Alphago Alphago Thesis Church-turing Thesis Deep Learning Deep Neural Networks Deep Rule-based Networks Knowledge Automation Parallel Intelligence Parallel Control Parallel Management
收录类别SCI
所属项目编号61533019 ; 71232006 ; 61233001 ; 71402178 ; 71472174
语种英语
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/11604
专题复杂系统管理与控制国家重点实验室_先进控制与自动化
通讯作者Wang, Fei-Yue
作者单位1.The State Key Laboratory of Management and Control for Complex Systems, Institue of Automation, Chinese Academy of Sciences
2.Department of Electrical and Computer Engineering, Ritchie School of Engineering and Computer Science, University of Denver
3.Research Center of Computational Experiments and Parallel Systems, The National University of Defense Technology
4.Department of Computer Science and Engineering, University of Minnesota
5.Department of Electrical and Computer Engineering, Colorado State University
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Wang, Fei-Yue,Zhang, Jun Jason,Zheng, Xinhu,et al. Where does AlphaGo go: from Church-Turing Thesis to AlphaGo Thesis and beyond[J]. IEEE/CAA Journal of Automatica Sinica,2016,3(2):113-120.
APA Wang, Fei-Yue.,Zhang, Jun Jason.,Zheng, Xinhu.,Wang, Xiao.,Yuan, Yong.,...&Yang, Liuqing.(2016).Where does AlphaGo go: from Church-Turing Thesis to AlphaGo Thesis and beyond.IEEE/CAA Journal of Automatica Sinica,3(2),113-120.
MLA Wang, Fei-Yue,et al."Where does AlphaGo go: from Church-Turing Thesis to AlphaGo Thesis and beyond".IEEE/CAA Journal of Automatica Sinica 3.2(2016):113-120.
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