{"links":{},"id":190729,"metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00190729","sets":["6164:6165:9528:9529"]},"path":["9529"],"owner":"11","recid":"190729","title":["Deep Reinforcement Learning for the Game of Simulated Curling"],"pubdate":{"attribute_name":"公開日","attribute_value":"2018-07-26"},"_buckets":{"deposit":"fe3a2db1-59c2-47a6-b433-7110bc1214e1"},"_deposit":{"id":"190729","pid":{"type":"depid","value":"190729","revision_id":0},"owners":[11],"status":"published","created_by":11},"item_title":"Deep Reinforcement Learning for the Game of Simulated Curling","author_link":["437381","437376","437375","437378","437377","437374","437380","437379"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"Deep Reinforcement Learning for the Game of Simulated Curling"},{"subitem_title":"Deep Reinforcement Learning for the Game of Simulated Curling","subitem_title_language":"en"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"Deep reinforcement learning","subitem_subject_scheme":"Other"},{"subitem_subject":"Machine learning","subitem_subject_scheme":"Other"},{"subitem_subject":"Monte-Carlo tree search","subitem_subject_scheme":"Other"}]},"item_type_id":"18","publish_date":"2018-07-26","item_language":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"eng"}]},"item_18_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"Ulsan National Institute of Science and Technology"},{"subitem_text_value":"Ulsan National Institute of Science and Technology"},{"subitem_text_value":"Ulsan National Institute of Science and Technology"},{"subitem_text_value":"Korea University"}]},"item_18_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"Ulsan National Institute of Science and Technology","subitem_text_language":"en"},{"subitem_text_value":"Ulsan National Institute of Science and Technology","subitem_text_language":"en"},{"subitem_text_value":"Ulsan National Institute of Science and Technology","subitem_text_language":"en"},{"subitem_text_value":"Korea University","subitem_text_language":"en"}]},"item_publisher":{"attribute_name":"出版者","attribute_value_mlt":[{"subitem_publisher":"情報処理学会","subitem_publisher_language":"ja"}]},"publish_status":"0","weko_shared_id":-1,"item_file_price":{"attribute_name":"Billing file","attribute_type":"file","attribute_value_mlt":[{"url":{"url":"https://ipsj.ixsq.nii.ac.jp/record/190729/files/IPSJ-WCI2018002.pdf","label":"IPSJ-WCI2018002.pdf"},"date":[{"dateType":"Available","dateValue":"2018-07-26"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-WCI2018002.pdf","filesize":[{"value":"105.0 kB"}],"mimetype":"application/pdf","priceinfo":[{"tax":["include_tax"],"price":"0","billingrole":"5"},{"tax":["include_tax"],"price":"0","billingrole":"6"},{"tax":["include_tax"],"price":"0","billingrole":"18"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_date","version_id":"87b353de-2914-4d0e-aeef-32255839ec01","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2018 by the Information Processing Society of Japan"}]},"item_18_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"Kyowoon, Lee"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Sol-A, Kim"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Jaesik, Choi"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Seong-Whan, Lee"}],"nameIdentifiers":[{}]}]},"item_18_creator_6":{"attribute_name":"著者名(英)","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"Kyowoon, Lee","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Sol-A, Kim","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Jaesik, Choi","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Seong-Whan, Lee","creatorNameLang":"en"}],"nameIdentifiers":[{}]}]},"item_resource_type":{"attribute_name":"資源タイプ","attribute_value_mlt":[{"resourceuri":"http://purl.org/coar/resource_type/c_5794","resourcetype":"conference paper"}]},"item_18_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"Recently, deep reinforcement learning have achieved super-human performance in the deterministic games with discrete action spaces, such as Atari games and Go. However, it is still not clear how to utilize deep neural networks for discrete actions in complex games in which a minute change of an action could alter the outcome of the games dramatically. To solve this issue, we incorporates a deep neural network for learning game strategy with a kernel-based Monte Carlo tree search for finding actions from continuous space especially for the game of curling. Without any hand-crafted feature, we train our network in supervised learning manner and then reinforcement learning. Recently, our framework outperforms existing programs equipped with several hand-crafted features for curling and won in the Game AI Tournaments (GAT-2018).","subitem_description_type":"Other"}]},"item_18_description_8":{"attribute_name":"論文抄録(英)","attribute_value_mlt":[{"subitem_description":"Recently, deep reinforcement learning have achieved super-human performance in the deterministic games with discrete action spaces, such as Atari games and Go. However, it is still not clear how to utilize deep neural networks for discrete actions in complex games in which a minute change of an action could alter the outcome of the games dramatically. To solve this issue, we incorporates a deep neural network for learning game strategy with a kernel-based Monte Carlo tree search for finding actions from continuous space especially for the game of curling. Without any hand-crafted feature, we train our network in supervised learning manner and then reinforcement learning. Recently, our framework outperforms existing programs equipped with several hand-crafted features for curling and won in the Game AI Tournaments (GAT-2018).","subitem_description_type":"Other"}]},"item_18_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"7","bibliographic_titles":[{"bibliographic_title":"WCI2018論文集"}],"bibliographicPageStart":"5","bibliographicIssueDates":{"bibliographicIssueDate":"2018-07-26","bibliographicIssueDateType":"Issued"},"bibliographicVolumeNumber":"2018"}]},"relation_version_is_last":true,"weko_creator_id":"11"},"created":"2025-01-19T00:56:40.919088+00:00","updated":"2025-01-20T01:04:40.356952+00:00"}