Where Does AlphaGo Go: From Church-Turing Thesis to AlphaGo Thesis and Beyond

Fei-Yue Wang; Jun Jason Zhang; Xinhu Zheng; Xiao Wang; Yong Yuan; Xiaoxiao Dai; Jie Zhang; Liuqing Yang

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Where Does AlphaGo Go: From Church-Turing Thesis to AlphaGo Thesis and Beyond

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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.

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《自动化学报（英文版）》 |2016年第2期|113-120|共8页
作者
Fei-Yue Wang; Jun Jason Zhang; Xinhu Zheng; Xiao Wang; Yong Yuan; Xiaoxiao Dai; Jie Zhang; Liuqing Yang;
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作者单位

State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences (SKL-MCCS, CASIA), Beijing 100190, China;

Research Center of Computational Experiments and Parallel Systems, The National University of Defense Technology, Changsha 410073, China;

Department of Electrical and Computer Engineering, Ritchie School of Engineering and Computer Science, University of Denver, Denver, CO 80210, USA;

Department of Computer Science and Engineering, University of Minnesota, Minneapolis, MN 55414, USA;

Qingdao Academy of Intelligent Industries(QAII), Qingdao, Shandong, China;

SKL-MCCS,CASIA, Beijing 10019, China;

Qingdao Academy of Intelligent Industries(QAII), Qingdao, Shandong, China;

SKL-MCCS,CASIA, Beijing 10019, China;

Department of Electrical and Computer Engineering, Ritchie School of Engineering and Computer Science, University of Denver, Denver, CO 80210, USA;

Qingdao Academy of Intelligent Industries(QAII), Qingdao, Shandong, China;

SKL-MCCS,CASIA, Beijing 10019, China;

Department of Electrical and Computer Engineering, Colorado State University, Fort Collins, CO 80523, USA;

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Where Does AlphaGo Go: From Church-Turing Thesis to AlphaGo Thesis and Beyond

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