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
Source PublicationIEEE/CAA Journal of Automatica Sinica
2016-04
Volume3Issue:2Pages:113-120
SubtypeJournal Paper
Abstract
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.
KeywordAcp Alphago Alphago Thesis Church-turing Thesis Deep Learning Deep Neural Networks Deep Rule-based Networks Knowledge Automation Parallel Intelligence Parallel Control Parallel Management
Indexed BySCI
Project Number61533019 ; 71232006 ; 61233001 ; 71402178 ; 71472174
Language英语
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/11604
Collection复杂系统管理与控制国家重点实验室_先进控制与自动化
Corresponding AuthorWang, Fei-Yue
Affiliation1.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
Recommended Citation
GB/T 7714
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.
Files in This Item: Download All
File Name/Size DocType Version Access License
Where does AlphaGo g(1045KB)期刊论文作者接受稿开放获取CC BY-NC-SAView Download
Related Services
Recommend this item
Bookmark
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[Wang, Fei-Yue]'s Articles
[Zhang, Jun Jason]'s Articles
[Zheng, Xinhu]'s Articles
Baidu academic
Similar articles in Baidu academic
[Wang, Fei-Yue]'s Articles
[Zhang, Jun Jason]'s Articles
[Zheng, Xinhu]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[Wang, Fei-Yue]'s Articles
[Zhang, Jun Jason]'s Articles
[Zheng, Xinhu]'s Articles
Terms of Use
No data!
Social Bookmark/Share
File name: Where does AlphaGo go: from Church-Turing Thesis to AlphaGo Thesis and beyond.pdf
Format: Adobe PDF
All comments (0)
No comment.
 

Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.