{"updated":"2025-01-20T03:00:35.614807+00:00","metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00185283","sets":["6164:6165:7019:9356"]},"path":["9356"],"owner":"11","recid":"185283","title":["機械学習工学－機械学習のためのソフトウェア工学－"],"pubdate":{"attribute_name":"公開日","attribute_value":"2018-01-11"},"_buckets":{"deposit":"f9ff95b1-20cf-4353-a7a5-a3f721db1b0d"},"_deposit":{"id":"185283","pid":{"type":"depid","value":"185283","revision_id":0},"owners":[11],"status":"published","created_by":11},"item_title":"機械学習工学－機械学習のためのソフトウェア工学－","author_link":["411745","411747","411748","411744","411746","411749","411750","411751"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"機械学習工学－機械学習のためのソフトウェア工学－"},{"subitem_title":"Machine Learning Systems Engineering  - Software Engineering for Machine Learning -","subitem_title_language":"en"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"機械学習工学－機械学習のためのソフトウェア工学－","subitem_subject_scheme":"Other"}]},"item_type_id":"18","publish_date":"2018-01-11","item_language":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"jpn"}]},"item_18_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"国立情報学研究所"},{"subitem_text_value":"LeapMind 株式会社"},{"subitem_text_value":"株式会社Preferred Networks"},{"subitem_text_value":"国立情報学研究所"}]},"item_18_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"National Institute of Informatics","subitem_text_language":"en"},{"subitem_text_value":"LeapMind, Inc.","subitem_text_language":"en"},{"subitem_text_value":"Preferred Networks, Inc.","subitem_text_language":"en"},{"subitem_text_value":"National Institute of Informatics","subitem_text_language":"en"}]},"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/185283/files/IPSJ-WWS2018001.pdf","label":"IPSJ-WWS2018001.pdf"},"date":[{"dateType":"Available","dateValue":"2020-01-11"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-WWS2018001.pdf","filesize":[{"value":"433.4 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":"12"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_date","version_id":"74dcb82d-76dd-4789-9af4-71affd5d96cb","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2018 by the Information Processing Society of Japan"}]},"item_18_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"石川, 冬樹"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"今井, 健男"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"丸山, 宏"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"吉岡, 信和"}],"nameIdentifiers":[{}]}]},"item_18_creator_6":{"attribute_name":"著者名(英)","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"Fuyuki, Ishikawa","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Takeo, Imai","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Hiroshi, Maruyama","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Nobukazu, Yoshioka","creatorNameLang":"en"}],"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_18_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"近年の深層学習を軸とした機械学習の発展に伴い，機械学習を利用するソフトウェアは急速に社会に浸透しつつある．しかしその一方で，従来型のソフトウェア工学は機械学習の前に全くと言っていいほど通用していない．機械学習ソフトウェアの開発 ・ テスト ・ 運用の方法論は未だに確立できておらず，開発現場では試行錯誤に依っている状況である．この現状を踏まえ，機械学習ソフトウェアに対しては 「機械学習工学」 ともいうべき，新たなパラダイムの確立 ・ 体系化が必要である．以上の認識に立って，本セッションでは，機械学習エンジニア，ソフトウェアエンジニア双方の立場から，機械学習システムに対する問題提起や研究報告，参加者からの取り組み，あるいはこれから取り組んでみたいという思いについて議論したい．","subitem_description_type":"Other"}]},"item_18_description_8":{"attribute_name":"論文抄録(英)","attribute_value_mlt":[{"subitem_description":"Recent advancement of machine learning, especially deep learning, has brought a large amount of software applying the  machine  learning  technology  into  our  society  quite  rapidly.  On  the other  hand,  however,  traditional  software  engineering techniques has had almost no effect to organize machine-learning based systems; we have failed to establish any methodology for development, testing, deployment and maintenance of machine learning systems, hence the engineers are now falling into trial-and-error in their development. In the light of such current situation, this session would like to present problems, report studies, and  discuss  the  current  (or  future)  effort  of  attendees,  from  both  of  machine  learning  engineers’  and  software  engineers’ perspectives.","subitem_description_type":"Other"}]},"item_18_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"3","bibliographic_titles":[{"bibliographic_title":"ウィンターワークショップ2018・イン・宮島 論文集"}],"bibliographicPageStart":"1","bibliographicIssueDates":{"bibliographicIssueDate":"2018-01-11","bibliographicIssueDateType":"Issued"},"bibliographicVolumeNumber":"2018"}]},"relation_version_is_last":true,"weko_creator_id":"11"},"created":"2025-01-19T00:52:25.084914+00:00","id":185283,"links":{}}