{"id":240403,"created":"2025-01-19T01:44:34.309524+00:00","metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00240403","sets":["1164:11612:11613:11809"]},"path":["11809"],"owner":"44499","recid":"240403","title":["深層学習を用いたデジタルカーリングAIの開発と改良"],"pubdate":{"attribute_name":"公開日","attribute_value":"2024-10-25"},"_buckets":{"deposit":"05996ad1-d484-42d8-b9db-7e6f299c584a"},"_deposit":{"id":"240403","pid":{"type":"depid","value":"240403","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"深層学習を用いたデジタルカーリングAIの開発と改良","author_link":["659436","659437","659435","659434"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"深層学習を用いたデジタルカーリングAIの開発と改良"}]},"item_type_id":"4","publish_date":"2024-10-25","item_4_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"電気通信大学"},{"subitem_text_value":"電気通信大学"},{"subitem_text_value":"電気通信大学"},{"subitem_text_value":"北見工業大学"}]},"item_4_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"The University of Electro-Communications","subitem_text_language":"en"},{"subitem_text_value":"The University of Electro-Communications","subitem_text_language":"en"},{"subitem_text_value":"The University of Electro-Communications","subitem_text_language":"en"},{"subitem_text_value":"Kitami Institute of Technology","subitem_text_language":"en"}]},"item_language":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"jpn"}]},"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/240403/files/IPSJ-SI24002013.pdf","label":"IPSJ-SI24002013.pdf"},"date":[{"dateType":"Available","dateValue":"2026-10-25"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-SI24002013.pdf","filesize":[{"value":"330.0 kB"}],"mimetype":"application/pdf","priceinfo":[{"tax":["include_tax"],"price":"660","billingrole":"5"},{"tax":["include_tax"],"price":"330","billingrole":"6"},{"tax":["include_tax"],"price":"0","billingrole":"54"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_date","version_id":"0fdc70c4-512c-4b24-91ef-6fe9620c4a25","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2024 by the Information Processing Society of Japan"}]},"item_4_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"倉田, 樹"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"金枝, 誠迪"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"伊藤, 毅志"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"桝井, 文人"}],"nameIdentifiers":[{}]}]},"item_4_relation_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_relation_type_id":{"subitem_relation_type_select":"NCID","subitem_relation_type_id_text":"AB00027484"}}]},"item_4_textarea_12":{"attribute_name":"Notice","attribute_value_mlt":[{"subitem_textarea_value":"SIG Technical Reports are nonrefereed and hence may later appear in any journals, conferences, symposia, etc."}]},"item_resource_type":{"attribute_name":"資源タイプ","attribute_value_mlt":[{"resourceuri":"http://purl.org/coar/resource_type/c_18gh","resourcetype":"technical report"}]},"item_4_source_id_11":{"attribute_name":"ISSN","attribute_value_mlt":[{"subitem_source_identifier":"2759-4408","subitem_source_identifier_type":"ISSN"}]},"item_4_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"本研究は，2023 年に公開された第三世代デジタルカーリング上で動作するカーリング AI を提案する．提案する AI は深層学習を用いる機械学習部とモンテカルロ木探索を用いた探索部から構成されている．6 月の研究会での報告では，そのアルゴリズムについて説明を行った．しかし，学習部で用いた学習データは，あまり強い AI によるプレイログではなかったため，良い学習成果が得られなかった．ここでは，最新の AI 同士のプレイログを用いた学習を行うことで，学習部の改良を試みているので，その成果について報告する．また，探索部では，囲碁 AI で用いられている探索回数が少なくても優れた探索精度を得られる Gumbel AlphaZero で用いられた手法をカーリングに転用する方法について説明する．","subitem_description_type":"Other"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"3","bibliographic_titles":[{"bibliographic_title":"研究報告スポーツ情報学（SI）"}],"bibliographicPageStart":"1","bibliographicIssueDates":{"bibliographicIssueDate":"2024-10-25","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"13","bibliographicVolumeNumber":"2024-SI-2"}]},"relation_version_is_last":true,"weko_creator_id":"44499"},"updated":"2025-01-19T07:59:29.689593+00:00","links":{}}