{"metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00225082","sets":["1164:4402:11197:11206"]},"path":["11206"],"owner":"44499","recid":"225082","title":["スポーツ選手スカウティングにおけるFactorization Machinesの応用"],"pubdate":{"attribute_name":"公開日","attribute_value":"2023-03-03"},"_buckets":{"deposit":"8c55225f-bef8-4db0-90a0-65787bb08084"},"_deposit":{"id":"225082","pid":{"type":"depid","value":"225082","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"スポーツ選手スカウティングにおけるFactorization Machinesの応用","author_link":["594935","594932","594933","594931","594934","594930"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"スポーツ選手スカウティングにおけるFactorization Machinesの応用"},{"subitem_title":"Application of Factorization Machines to Sports Player Scouting","subitem_title_language":"en"}]},"item_type_id":"4","publish_date":"2023-03-03","item_4_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"現在，東京大学"},{"subitem_text_value":"現在，東京大学"},{"subitem_text_value":"現在，SportMeme株式会社"},{"subitem_text_value":"現在，SportMeme株式会社"},{"subitem_text_value":"現在，SportMeme株式会社"},{"subitem_text_value":"現在，東京大学"}]},"item_4_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"Presently with The University of Tokyo","subitem_text_language":"en"},{"subitem_text_value":"Presently with The University of Tokyo","subitem_text_language":"en"},{"subitem_text_value":"Presently with SportMeme, inc.","subitem_text_language":"en"},{"subitem_text_value":"Presently with SportMeme, inc.","subitem_text_language":"en"},{"subitem_text_value":"Presently with SportMeme, inc.","subitem_text_language":"en"},{"subitem_text_value":"Presently with The University of Tokyo","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/225082/files/IPSJ-ICS23210010.pdf","label":"IPSJ-ICS23210010.pdf"},"date":[{"dateType":"Available","dateValue":"2025-03-03"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-ICS23210010.pdf","filesize":[{"value":"558.2 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":"25"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_date","version_id":"1c7a33ad-0510-4467-a16b-8f4859178d31","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2023 by the Information Processing Society of Japan"}]},"item_4_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"田代, 陽久"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"西口, 真央"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"島野, 拓也"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"森川, 健太"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"長野, 遼太"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"鳥海, 不二夫"}],"nameIdentifiers":[{}]}]},"item_4_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AA11135936","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_source_id_11":{"attribute_name":"ISSN","attribute_value_mlt":[{"subitem_source_identifier":"2188-885X","subitem_source_identifier_type":"ISSN"}]},"item_4_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"スポーツチームの経営には，有望な選手のスカウトとそのための定量的な能力評価が重要である．従来の手法はあくまで個人レベルの能力評価に重点を置いていたが，本研究では Factorization Machines の要素間相互作用の抽出に優れる点に基づく，選手間の相性を考慮した選手スカウティング手法を提案する．プロバスケットボールリーグを例に実験を行った結果，提案手法は既存手法より現実に即した能力推定が可能であり，また選手のスカウティングに応用する上で有効な性質を持ちうることを確認した．","subitem_description_type":"Other"}]},"item_4_description_8":{"attribute_name":"論文抄録(英)","attribute_value_mlt":[{"subitem_description":"Scouting promising players and quantitatively evaluating their skills are important for sports team management. While conventional methods focus on individual-level ability evaluation, this study proposes a player scouting method that considers compatibility between players based on the superiority of Factorization Machines in extracting interactions between elements. Experimental results based on a professional basketball league show that the proposed method is more realistic than existing methods in terms of ability estimation and has effective properties for use in player scouting.","subitem_description_type":"Other"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"6","bibliographic_titles":[{"bibliographic_title":"研究報告知能システム（ICS）"}],"bibliographicPageStart":"1","bibliographicIssueDates":{"bibliographicIssueDate":"2023-03-03","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"10","bibliographicVolumeNumber":"2023-ICS-210"}]},"relation_version_is_last":true,"weko_creator_id":"44499"},"id":225082,"updated":"2025-01-19T12:55:55.613502+00:00","links":{},"created":"2025-01-19T01:24:35.790150+00:00"}