The application of neuro-fuzzy reasoning to the opening game of 19 × 19 GO

Byung Doo Lee; Hans Werner Guesgen; Jacky Baltes; Soo Hyun Jeong

The application of neuro-fuzzy reasoning to the opening game of 19 × 19 GO

Byung Doo Lee^*, Hans Werner Guesgen, Jacky Baltes, Soo Hyun Jeong

^*此作品的通信作者

研究成果: 書貢獻/報告類型 › 會議論文篇章

摘要

This paper describes the result of applying neuro-fuzzy reasoning, which conducts Go term knowledge based on pattern knowledge, to the opening game of Go. We discuss the implementation of neuro-fuzzy reasoning for deciding the best next move to proceed through the opening game. We also let neuro-fuzzy reasoning play against TD(λ) learning to test the performance. The experimental result reveals that simple neuro-fuzzy reasoning performs considerably better than TD learning and it shows great potential to be applied to the real game of Go.

原文	英語
主出版物標題	Proceedings of the IASTED International Conference on Artificial Intelligence and Applications (as part of the 22nd IASTED International Multi-Conference on Applied Informatics)
編輯	M.H. Hamza
頁面	57-62
頁數	6
出版狀態	已發佈 - 2004
對外發佈	是
事件	Proceedings of the IASTED International Conference on Artificial Intelligence and Applications (as part of the 22nd IASTED International Multi-Conference on Applied Informatics - Innsbruck, 奥地利持續時間: 2004 2月 16 → 2004 2月 18

出版系列

名字	Proceedings of the IASTED International Conference. Applied Informatics

其他

其他	Proceedings of the IASTED International Conference on Artificial Intelligence and Applications (as part of the 22nd IASTED International Multi-Conference on Applied Informatics
國家/地區	奥地利
城市	Innsbruck
期間	2004/02/16 → 2004/02/18

ASJC Scopus subject areas

一般工程

其它文件與鏈接

引用此

Lee, B. D., Guesgen, H. W., Baltes, J., & Jeong, S. H. (2004). The application of neuro-fuzzy reasoning to the opening game of 19 × 19 GO. 於 M. H. Hamza (編輯), Proceedings of the IASTED International Conference on Artificial Intelligence and Applications (as part of the 22nd IASTED International Multi-Conference on Applied Informatics) (頁 57-62). 文章 411-061 (Proceedings of the IASTED International Conference. Applied Informatics).

The application of neuro-fuzzy reasoning to the opening game of 19 × 19 GO. / Lee, Byung Doo; Guesgen, Hans Werner; Baltes, Jacky 等.
Proceedings of the IASTED International Conference on Artificial Intelligence and Applications (as part of the 22nd IASTED International Multi-Conference on Applied Informatics). 編輯 / M.H. Hamza. 2004. p. 57-62 411-061 (Proceedings of the IASTED International Conference. Applied Informatics).

研究成果: 書貢獻/報告類型 › 會議論文篇章

Lee, BD, Guesgen, HW, Baltes, J & Jeong, SH 2004, The application of neuro-fuzzy reasoning to the opening game of 19 × 19 GO. 於 MH Hamza (編輯), Proceedings of the IASTED International Conference on Artificial Intelligence and Applications (as part of the 22nd IASTED International Multi-Conference on Applied Informatics)., 411-061, Proceedings of the IASTED International Conference. Applied Informatics, 頁 57-62, Proceedings of the IASTED International Conference on Artificial Intelligence and Applications (as part of the 22nd IASTED International Multi-Conference on Applied Informatics, Innsbruck, 奥地利, 2004/02/16.

Lee BD, Guesgen HW, Baltes J, Jeong SH. The application of neuro-fuzzy reasoning to the opening game of 19 × 19 GO. 於 Hamza MH, 編輯, Proceedings of the IASTED International Conference on Artificial Intelligence and Applications (as part of the 22nd IASTED International Multi-Conference on Applied Informatics). 2004. p. 57-62. 411-061. (Proceedings of the IASTED International Conference. Applied Informatics).

Lee, Byung Doo ; Guesgen, Hans Werner ; Baltes, Jacky 等. / The application of neuro-fuzzy reasoning to the opening game of 19 × 19 GO. Proceedings of the IASTED International Conference on Artificial Intelligence and Applications (as part of the 22nd IASTED International Multi-Conference on Applied Informatics). 編輯 / M.H. Hamza. 2004. 頁 57-62 (Proceedings of the IASTED International Conference. Applied Informatics).

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title = "The application of neuro-fuzzy reasoning to the opening game of 19 × 19 GO",

abstract = "This paper describes the result of applying neuro-fuzzy reasoning, which conducts Go term knowledge based on pattern knowledge, to the opening game of Go. We discuss the implementation of neuro-fuzzy reasoning for deciding the best next move to proceed through the opening game. We also let neuro-fuzzy reasoning play against TD(λ) learning to test the performance. The experimental result reveals that simple neuro-fuzzy reasoning performs considerably better than TD learning and it shows great potential to be applied to the real game of Go.",

keywords = "Computer Go, Distance Transform, Neural Network, Neuro-Fuzzy Reasoning, Temporal Difference Learning",

author = "Lee, {Byung Doo} and Guesgen, {Hans Werner} and Jacky Baltes and Jeong, {Soo Hyun}",

year = "2004",

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note = "Proceedings of the IASTED International Conference on Artificial Intelligence and Applications (as part of the 22nd IASTED International Multi-Conference on Applied Informatics ; Conference date: 16-02-2004 Through 18-02-2004",

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AU - Lee, Byung Doo

AU - Guesgen, Hans Werner

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AU - Jeong, Soo Hyun

PY - 2004

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N2 - This paper describes the result of applying neuro-fuzzy reasoning, which conducts Go term knowledge based on pattern knowledge, to the opening game of Go. We discuss the implementation of neuro-fuzzy reasoning for deciding the best next move to proceed through the opening game. We also let neuro-fuzzy reasoning play against TD(λ) learning to test the performance. The experimental result reveals that simple neuro-fuzzy reasoning performs considerably better than TD learning and it shows great potential to be applied to the real game of Go.

AB - This paper describes the result of applying neuro-fuzzy reasoning, which conducts Go term knowledge based on pattern knowledge, to the opening game of Go. We discuss the implementation of neuro-fuzzy reasoning for deciding the best next move to proceed through the opening game. We also let neuro-fuzzy reasoning play against TD(λ) learning to test the performance. The experimental result reveals that simple neuro-fuzzy reasoning performs considerably better than TD learning and it shows great potential to be applied to the real game of Go.

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KW - Neural Network

KW - Neuro-Fuzzy Reasoning

KW - Temporal Difference Learning

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BT - Proceedings of the IASTED International Conference on Artificial Intelligence and Applications (as part of the 22nd IASTED International Multi-Conference on Applied Informatics)

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The application of neuro-fuzzy reasoning to the opening game of 19 × 19 GO

摘要

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