Performance evaluation of fuzzy-based decision system for pool
An important step in any machine intelligence is to automatically and reliably decide on a solution/outcome based on the inputs given. The mapping of the inputs to an output decision often follows a set of critical rules that mimic the decision that would often be decided by a human being. In this p...
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| Format: | Article |
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ELSEVIER SCIENCE BV
2007
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| Online Access: | http://shdl.mmu.edu.my/3125/ |
| _version_ | 1848790240790052864 |
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| author | Chua, S.C. Wong, E.K. Koo, V.C. |
| author_facet | Chua, S.C. Wong, E.K. Koo, V.C. |
| author_sort | Chua, S.C. |
| building | MMU Institutional Repository |
| collection | Online Access |
| description | An important step in any machine intelligence is to automatically and reliably decide on a solution/outcome based on the inputs given. The mapping of the inputs to an output decision often follows a set of critical rules that mimic the decision that would often be decided by a human being. In this paper, the performance of a fuzzy-based decision system for playing a game of pool is presented by comparing the results involving direct hit with two known systems. The performance is also compared to the decision that would be made by the human players. The design steps for the fuzzy-based decision system are presented using the fuzzy logic approach by employing a three-input one-output fuzzy inference system based on a set of 24 rules. The results have shown that fuzzy logic is able to accurately decide on the best move, which is as good as the human players themselves. (C) 2005 Elsevier B.V. All rights reserved. |
| first_indexed | 2025-11-14T18:09:29Z |
| format | Article |
| id | mmu-3125 |
| institution | Multimedia University |
| institution_category | Local University |
| last_indexed | 2025-11-14T18:09:29Z |
| publishDate | 2007 |
| publisher | ELSEVIER SCIENCE BV |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | mmu-31252011-10-04T02:44:17Z http://shdl.mmu.edu.my/3125/ Performance evaluation of fuzzy-based decision system for pool Chua, S.C. Wong, E.K. Koo, V.C. T Technology (General) QA75.5-76.95 Electronic computers. Computer science An important step in any machine intelligence is to automatically and reliably decide on a solution/outcome based on the inputs given. The mapping of the inputs to an output decision often follows a set of critical rules that mimic the decision that would often be decided by a human being. In this paper, the performance of a fuzzy-based decision system for playing a game of pool is presented by comparing the results involving direct hit with two known systems. The performance is also compared to the decision that would be made by the human players. The design steps for the fuzzy-based decision system are presented using the fuzzy logic approach by employing a three-input one-output fuzzy inference system based on a set of 24 rules. The results have shown that fuzzy logic is able to accurately decide on the best move, which is as good as the human players themselves. (C) 2005 Elsevier B.V. All rights reserved. ELSEVIER SCIENCE BV 2007-01 Article NonPeerReviewed Chua, S.C. and Wong, E.K. and Koo, V.C. (2007) Performance evaluation of fuzzy-based decision system for pool. Applied Soft Computing, 7 (1). pp. 411-424. ISSN 15684946 http://dx.doi.org/10.1016/j.asoc.2005.09.003 doi:10.1016/j.asoc.2005.09.003 doi:10.1016/j.asoc.2005.09.003 |
| spellingShingle | T Technology (General) QA75.5-76.95 Electronic computers. Computer science Chua, S.C. Wong, E.K. Koo, V.C. Performance evaluation of fuzzy-based decision system for pool |
| title | Performance evaluation of fuzzy-based decision system for pool |
| title_full | Performance evaluation of fuzzy-based decision system for pool |
| title_fullStr | Performance evaluation of fuzzy-based decision system for pool |
| title_full_unstemmed | Performance evaluation of fuzzy-based decision system for pool |
| title_short | Performance evaluation of fuzzy-based decision system for pool |
| title_sort | performance evaluation of fuzzy-based decision system for pool |
| topic | T Technology (General) QA75.5-76.95 Electronic computers. Computer science |
| url | http://shdl.mmu.edu.my/3125/ http://shdl.mmu.edu.my/3125/ http://shdl.mmu.edu.my/3125/ |