{"updated":"2025-01-21T13:59:40.355603+00:00","metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00095245","sets":["1164:2735:7088:7267"]},"path":["7267"],"owner":"11","recid":"95245","title":["複素強化学習を用いた学習分類子システムによるPoMDPs環境への展開"],"pubdate":{"attribute_name":"公開日","attribute_value":"2013-09-19"},"_buckets":{"deposit":"9389ff8f-0415-4452-9825-e8dc8b7dc426"},"_deposit":{"id":"95245","pid":{"type":"depid","value":"95245","revision_id":0},"owners":[11],"status":"published","created_by":11},"item_title":"複素強化学習を用いた学習分類子システムによるPoMDPs環境への展開","author_link":["0"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"複素強化学習を用いた学習分類子システムによるPoMDPs環境への展開"}]},"item_type_id":"4","publish_date":"2013-09-19","item_4_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"電気通信大学大学院情報理工学研究科"},{"subitem_text_value":"電気通信大学大学院情報理工学研究科／日本学術振興会特別研究員（DC1）"},{"subitem_text_value":"電気通信大学大学院情報理工学研究科"}]},"item_4_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"Graduate School of Informatics and Engineering, The University of Electro-Communications","subitem_text_language":"en"},{"subitem_text_value":"Graduate School of Informatics and Engineering, The University of Electro-Communications / Research Fellow of Japan Society for the Promotion of Science（DC1）","subitem_text_language":"en"},{"subitem_text_value":"Graduate School of Informatics and Engineering, The University of Electro-Communications","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/95245/files/IPSJ-MPS13095012.pdf"},"date":[{"dateType":"Available","dateValue":"2015-09-19"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-MPS13095012.pdf","filesize":[{"value":"1.1 MB"}],"mimetype":"application/pdf","priceinfo":[{"tax":["include_tax"],"price":"660","billingrole":"5"},{"tax":["include_tax"],"price":"330","billingrole":"6"},{"tax":["include_tax"],"price":"0","billingrole":"17"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_date","version_id":"1c919167-b339-44ab-8176-60ded6bc8499","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2013 by the Information Processing Society of Japan"}]},"item_4_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"山﨑大地"},{"creatorName":"中田雅也"},{"creatorName":"高玉圭樹"}],"nameIdentifiers":[{}]}]},"item_4_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AN10505667","subitem_source_identifier_type":"NCID"}]},"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_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"本論文では，難解な部分マルコフ決定過程 （PoMDPs） 環境において最適な方策を獲得するために，複素強化学習 （Complex-Valued Reinforcement Learning : CVRL） を用いた学習分類子システム （CVRL-based Classifier System: CVRL-CS） を提案する．計算機実験では，従来手法 （Q-Learning と ZCSM） が適用困難な PoMDPs 環境として，a) 状態空間が大きい環境，b) 不完全知覚の特性が異なる環境に提案手法を適用したところ，1) 提案手法は，従来手法よりも少ない学習回数で高い学習性能を実現し，2) 従来手法が学習不可能であるのに対し，初期状態が不完全知覚となる問題においても，提案手法は最適な方策を獲得可能であることを示した．","subitem_description_type":"Other"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"6","bibliographic_titles":[{"bibliographic_title":"研究報告数理モデル化と問題解決（MPS）"}],"bibliographicPageStart":"1","bibliographicIssueDates":{"bibliographicIssueDate":"2013-09-19","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"12","bibliographicVolumeNumber":"2013-MPS-95"}]},"relation_version_is_last":true,"weko_creator_id":"11"},"created":"2025-01-18T23:42:23.361394+00:00","id":95245,"links":{}}