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

^*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

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.

Original language	English
Title of host publication	Proceedings of the IASTED International Conference on Artificial Intelligence and Applications (as part of the 22nd IASTED International Multi-Conference on Applied Informatics)
Editors	M.H. Hamza
Pages	57-62
Number of pages	6
Publication status	Published - 2004
Externally published	Yes
Event	Proceedings of the IASTED International Conference on Artificial Intelligence and Applications (as part of the 22nd IASTED International Multi-Conference on Applied Informatics - Innsbruck, Austria Duration: 2004 Feb 16 → 2004 Feb 18

Publication series

Name	Proceedings of the IASTED International Conference. Applied Informatics

Other

Other	Proceedings of the IASTED International Conference on Artificial Intelligence and Applications (as part of the 22nd IASTED International Multi-Conference on Applied Informatics
Country/Territory	Austria
City	Innsbruck
Period	2004/02/16 → 2004/02/18

Keywords

Computer Go
Distance Transform
Neural Network
Neuro-Fuzzy Reasoning
Temporal Difference Learning

ASJC Scopus subject areas

General Engineering

Cite this

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. In M. H. Hamza (Ed.), Proceedings of the IASTED International Conference on Artificial Intelligence and Applications (as part of the 22nd IASTED International Multi-Conference on Applied Informatics) (pp. 57-62). Article 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 et al.
Proceedings of the IASTED International Conference on Artificial Intelligence and Applications (as part of the 22nd IASTED International Multi-Conference on Applied Informatics). ed. / M.H. Hamza. 2004. p. 57-62 411-061 (Proceedings of the IASTED International Conference. Applied Informatics).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Lee, BD, Guesgen, HW, Baltes, J & Jeong, SH 2004, The application of neuro-fuzzy reasoning to the opening game of 19 × 19 GO. in MH Hamza (ed.), 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, pp. 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, Austria, 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. In Hamza MH, editor, 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 et al. / 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). editor / M.H. Hamza. 2004. pp. 57-62 (Proceedings of the IASTED International Conference. Applied Informatics).

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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.",

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

Abstract

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Keywords

ASJC Scopus subject areas

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