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Constitution of Ms.PacMan Player with Critical-Situation Learning Mechanism
https://hiroshima.repo.nii.ac.jp/records/2000897
https://hiroshima.repo.nii.ac.jp/records/2000897ead5d01a-0a4e-432d-96a4-cbbd1e3aef64
| 名前 / ファイル | ライセンス | アクション |
|---|---|---|
10-04-PG080006.pdf (304.9 KB)
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| Item type | デフォルトアイテムタイプ_（フル）(1) | |||||||
|---|---|---|---|---|---|---|---|---|
| 公開日 | 2023-03-18 | |||||||
| タイトル | ||||||||
| タイトル | Constitution of Ms.PacMan Player with Critical-Situation Learning Mechanism | |||||||
| 言語 | en | |||||||
| 作成者 |
Handa, Hisashi
× Handa, Hisashi
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| アクセス権 | ||||||||
| アクセス権 | open access | |||||||
| アクセス権URI | http://purl.org/coar/access_right/c_abf2 | |||||||
| 権利情報 | ||||||||
| 権利情報 | (c) Copyright by IEEE SMC Hiroshima Chapter. | |||||||
| 主題 | ||||||||
| 主題Scheme | NDC | |||||||
| 主題 | 500 | |||||||
| 内容記述 | ||||||||
| 内容記述 | We previously proposed evolutionary fuzzy systems of playing Ms.PacMan for the competitions. As a consequence of the evolution, reflective action rules such that PacMan tries to eat pills effectively until ghosts come close to PacMan are acquired. Such rules works well. However, sometimes it is too reflective so that PacMan go toward ghosts by herself in longer corridors. In this paper, a critical situation learning module is combined with the evolved fuzzy systems, i.e., reflective action module. The critical situation learning module is composed of Q-learning with CMAC. Location information of surrounding ghosts and the existence of power-pills are given to PacMan as state. This module punishes if PacMan is caught by ghosts. Therefore, this module learning which pairs of (state, action) cause her death. By using learnt Q-value, PacMan tries to survive much longer. Experimental results on Ms.PacMan elucidate the proposed method is promising since it can capture critical situations well. However, as a consequence of the large amount of memory required by CMAC, real time responses tend to be lost. | |||||||
| 言語 | en | |||||||
| 出版者 | ||||||||
| 出版者 | IEEE SMC Hiroshima Chapter | |||||||
| 言語 | ||||||||
| 言語 | eng | |||||||
| 資源タイプ | ||||||||
| 資源タイプ識別子 | http://purl.org/coar/resource_type/c_5794 | |||||||
| 資源タイプ | conference paper | |||||||
| 出版タイプ | ||||||||
| 出版タイプ | VoR | |||||||
| 出版タイプResource | http://purl.org/coar/version/c_970fb48d4fbd8a85 | |||||||
| 収録物識別子 | ||||||||
| 収録物識別子タイプ | ISSN | |||||||
| 収録物識別子 | 1883-3977 | |||||||
| 開始ページ | ||||||||
| 開始ページ | 48 | |||||||
| 書誌情報 |
Fourth International Workshop on Computational Intelligence & Applications Proceedings : IWCIA 2008 Fourth International Workshop on Computational Intelligence & Applications Proceedings : IWCIA 2008 p. 48-53, 発行日 2008-12 |
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| 旧ID | 25619 | |||||||
