{"updated":"2025-01-20T17:52:18.047353+00:00","metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00145476","sets":["1:7770:7781"]},"path":["7781"],"owner":"13","recid":"145476","title":["Deep Learningの実装と現状"],"pubdate":{"attribute_name":"公開日","attribute_value":"2015-10-15"},"_buckets":{"deposit":"0ec9056c-0629-4c82-bb6d-da1e6e6a3717"},"_deposit":{"id":"145476","pid":{"type":"depid","value":"145476","revision_id":0},"owners":[13],"status":"published","created_by":13},"item_title":"Deep Learningの実装と現状","author_link":["224420","224418","224422","224424","224425","224419","224423","224421"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"Deep Learningの実装と現状"},{"subitem_title":"Deep Learning, The Basis and Implementation","subitem_title_language":"en"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"解説","subitem_subject_scheme":"Other"}]},"item_type_id":"1","publish_date":"2015-10-15","item_1_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"東京大学"},{"subitem_text_value":"東京大学"},{"subitem_text_value":"東京大学"},{"subitem_text_value":"東京大学"}]},"item_1_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"The Univ. of Tokyo","subitem_text_language":"en"},{"subitem_text_value":"The Univ. of Tokyo","subitem_text_language":"en"},{"subitem_text_value":"The Univ. of Tokyo","subitem_text_language":"en"},{"subitem_text_value":"The Univ. 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/145476/files/IPSJ-MGN561112.pdf","label":"IPSJ-MGN561112.pdf"},"date":[{"dateType":"Available","dateValue":"2017-10-15"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-MGN561112.pdf","filesize":[{"value":"1.4 MB"}],"mimetype":"application/pdf","priceinfo":[{"tax":["include_tax"],"price":"660","billingrole":"5"},{"tax":["include_tax"],"price":"0","billingrole":"6"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_date","version_id":"f6bcb09f-4f28-46b3-8e9a-15c3a9caff99","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2015 by the Information Processing Society of Japan"}]},"item_1_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"中山, 浩太郎"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"岩澤, 有祐"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"黒滝, 紘生"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"松尾, 豊"}],"nameIdentifiers":[{}]}]},"item_1_creator_6":{"attribute_name":"著者名(英)","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"NAKAYAMA, Kotaro","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"IWASAWA, Yusuke","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"KUROTAKI, Hiroki","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"MATSUO, Yutaka","creatorNameLang":"en"}],"nameIdentifiers":[{}]}]},"item_1_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AN00116625","subitem_source_identifier_type":"NCID"}]},"item_resource_type":{"attribute_name":"資源タイプ","attribute_value_mlt":[{"resourceuri":"http://purl.org/coar/resource_type/c_6501","resourcetype":"article"}]},"item_1_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"Deep Learningが人工知能研究のブレークスルーとして研究者の注目を集め始めてから久しく,Google,Face-book,Baiduなどが積極的に研究開発に参加,DeepMindなどの強烈なインパクトを持った研究が行われるなど,発展著しい研究領域となった.これに伴い,ここ数年でTorch,Caffe,Pylearn2/Theanoなどの実装が急速に整備され,これらのライブラリを利用した研究も盛んに行われている.本稿では,Deep Learningの概要と,2015年における研究・開発の状況を主に実装面から俯瞰する.また,筆者らが開発しているGPUを利用した高速・高機能のSdA 実装「GeSdA」も紹介する.これからDeep Learningに関する研究を始める研究者や,利用を考えている読者の一助になれば幸いである.","subitem_description_type":"Other"}]},"item_1_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"1109","bibliographic_titles":[{"bibliographic_title":"情報処理"}],"bibliographicPageStart":"1102","bibliographicIssueDates":{"bibliographicIssueDate":"2015-10-15","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"11","bibliographicVolumeNumber":"56"}]},"relation_version_is_last":true,"weko_creator_id":"13"},"created":"2025-01-19T00:21:06.449333+00:00","id":145476,"links":{}}