{"metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00205026","sets":["6504:10247:10256"]},"path":["10256"],"owner":"6748","recid":"205026","title":["機械学習ソフトウェア時代のバージョン管理システムの提案"],"pubdate":{"attribute_name":"公開日","attribute_value":"2020-02-20"},"_buckets":{"deposit":"46092f7f-25a3-4787-ace1-dfff352e911b"},"_deposit":{"id":"205026","pid":{"type":"depid","value":"205026","revision_id":0},"owners":[6748],"status":"published","created_by":6748},"item_title":"機械学習ソフトウェア時代のバージョン管理システムの提案","author_link":["508572","508573","508574"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"機械学習ソフトウェア時代のバージョン管理システムの提案"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"ソフトウェア科学・工学","subitem_subject_scheme":"Other"}]},"item_type_id":"22","publish_date":"2020-02-20","item_language":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"jpn"}]},"item_22_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"NTT"},{"subitem_text_value":"NTT"},{"subitem_text_value":"NTT"}]},"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/205026/files/IPSJ-Z82-1B-04.pdf","label":"IPSJ-Z82-1B-04.pdf"},"date":[{"dateType":"Available","dateValue":"2020-06-19"}],"format":"application/pdf","filename":"IPSJ-Z82-1B-04.pdf","filesize":[{"value":"415.5 kB"}],"mimetype":"application/pdf","accessrole":"open_date","version_id":"3769a6fa-cc15-48de-8741-ffe022d1bfe1","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2020 by the Information Processing Society of Japan"}]},"item_22_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"千々和, 大輝"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"馬越, 健治"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"井上, 知洋"}],"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_22_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AN00349328","subitem_source_identifier_type":"NCID"}]},"item_22_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"機械学習ソフトウェアの開発サイクルにおいて、従来のソフトウェア開発と大きく異なる点として「学習」という高コストな作業の存在が挙げられる。一般に一度の学習には数時間から数日かかり、その学習結果は学習アルゴリズムや学習に用いたデータの組み合わせによって大きく変化するため、複数回にわたる学習の実行が必要となり、その管理方法や再現性が課題となっている。今回提案するシステムは、ファイルシステム機能を活用してバージョン管理機能を実装することにより、既存の機械学習プログラムにコードを追加・変更することなく、再現性が確保された学習結果の自動記録・再利用を可能にするものである。","subitem_description_type":"Other"}]},"item_22_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"134","bibliographic_titles":[{"bibliographic_title":"第82回全国大会講演論文集"}],"bibliographicPageStart":"133","bibliographicIssueDates":{"bibliographicIssueDate":"2020-02-20","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"1","bibliographicVolumeNumber":"2020"}]},"relation_version_is_last":true,"weko_creator_id":"6748"},"updated":"2025-01-19T19:57:04.882642+00:00","created":"2025-01-19T01:07:12.423902+00:00","links":{},"id":205026}