{"metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00234943","sets":["1164:2735:11468:11669"]},"path":["11669"],"owner":"44499","recid":"234943","title":["ProtT5を用いたタンパク質クラスタリングと勾配ブースティングによる遺伝子発現データからの肺がん予測"],"pubdate":{"attribute_name":"公開日","attribute_value":"2024-06-13"},"_buckets":{"deposit":"08a165c4-e552-40c7-97e9-e12456815724"},"_deposit":{"id":"234943","pid":{"type":"depid","value":"234943","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"ProtT5を用いたタンパク質クラスタリングと勾配ブースティングによる遺伝子発現データからの肺がん予測","author_link":["641227","641226","641229","641228"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"ProtT5を用いたタンパク質クラスタリングと勾配ブースティングによる遺伝子発現データからの肺がん予測"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"数理モデル化と問題解決2","subitem_subject_scheme":"Other"}]},"item_type_id":"4","publish_date":"2024-06-13","item_4_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"松江工業高等専門学校"},{"subitem_text_value":"松江工業高等専門学校"},{"subitem_text_value":"東邦大学"},{"subitem_text_value":"九州大学"}]},"item_4_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"National Institute of Technology, Matsue College","subitem_text_language":"en"},{"subitem_text_value":"National Institute of Technology, Matsue College","subitem_text_language":"en"},{"subitem_text_value":"Toho University","subitem_text_language":"en"},{"subitem_text_value":"Kyushu University","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/234943/files/IPSJ-MPS24148056.pdf","label":"IPSJ-MPS24148056.pdf"},"date":[{"dateType":"Available","dateValue":"2026-06-13"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-MPS24148056.pdf","filesize":[{"value":"1.0 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":"dba2def4-69e8-4ff0-aa08-515696ab4fb4","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":"川上, 瞬汰"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"林田, 守広"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"ナチェル, ホセ"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"丸山, 修"}],"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_source_id_11":{"attribute_name":"ISSN","attribute_value_mlt":[{"subitem_source_identifier":"2188-8833","subitem_source_identifier_type":"ISSN"}]},"item_4_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"気管支上皮細胞から取得した遺伝子発現データから肺がんを予測する大規模言語モデルを応用した機械学習手法を考察する．膨大なタンパク質アミノ酸配列から学習された ProtT5 モデルを用いて各遺伝子に対応するタンパク質をベクトルへ変換し，クラスタリングする．同じクラスタに分類された遺伝子を発現量の平均値を取ることでまとめ，勾配ブースティングによって肺がん予測を行う．クラスタ数を変化させ予測精度を比較する．","subitem_description_type":"Other"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"2","bibliographic_titles":[{"bibliographic_title":"研究報告数理モデル化と問題解決（MPS）"}],"bibliographicPageStart":"1","bibliographicIssueDates":{"bibliographicIssueDate":"2024-06-13","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"56","bibliographicVolumeNumber":"2024-MPS-148"}]},"relation_version_is_last":true,"weko_creator_id":"44499"},"id":234943,"updated":"2025-01-19T09:39:48.569267+00:00","links":{},"created":"2025-01-19T01:36:51.410497+00:00"}