{"id":197514,"updated":"2025-01-19T22:19:08.221947+00:00","links":{},"created":"2025-01-19T01:01:58.113082+00:00","metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00197514","sets":["1164:1579:9681:9819"]},"path":["9819"],"owner":"44499","recid":"197514","title":["効率的なDNN計算のための無効ニューロン予測手法の評価"],"pubdate":{"attribute_name":"公開日","attribute_value":"2019-06-04"},"_buckets":{"deposit":"263556c7-dddb-4aed-8492-df799c836354"},"_deposit":{"id":"197514","pid":{"type":"depid","value":"197514","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"効率的なDNN計算のための無効ニューロン予測手法の評価","author_link":["473905","473915","473912","473904","473917","473916","473906","473909","473911","473913","473910","473908","473914","473907"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"効率的なDNN計算のための無効ニューロン予測手法の評価"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"ニューラルネットワーク","subitem_subject_scheme":"Other"}]},"item_type_id":"4","publish_date":"2019-06-04","item_4_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"北海道大学"},{"subitem_text_value":"北海道大学"},{"subitem_text_value":"北海道大学"},{"subitem_text_value":"北海道大学"},{"subitem_text_value":"北海道大学"},{"subitem_text_value":"東京工業大学"},{"subitem_text_value":"北海道大学／科学技術振興機構さきがけ"}]},"item_4_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"Hokkaido University","subitem_text_language":"en"},{"subitem_text_value":"Hokkaido University","subitem_text_language":"en"},{"subitem_text_value":"Hokkaido University","subitem_text_language":"en"},{"subitem_text_value":"Hokkaido University","subitem_text_language":"en"},{"subitem_text_value":"Hokkaido University","subitem_text_language":"en"},{"subitem_text_value":"Tokyo Institute of Technology","subitem_text_language":"en"},{"subitem_text_value":"Hokkaido University / JST PRESTOS","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/197514/files/IPSJ-ARC19236008.pdf","label":"IPSJ-ARC19236008.pdf"},"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-ARC19236008.pdf","filesize":[{"value":"442.1 kB"}],"mimetype":"application/pdf","priceinfo":[{"tax":["include_tax"],"price":"0","billingrole":"16"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_login","version_id":"3c30f208-f25a-49db-82f9-5068c1e03252","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2019 by the Institute of Electronics, Information and Communication Engineers This SIG report is only available to those in membership of the SIG."}]},"item_4_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"池田, 泰我"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"植吉, 晃大"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"安藤, 洸太"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"廣瀬, 一俊"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"浅井, 哲也"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"本村, 真人"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"高前田, 伸也"}],"nameIdentifiers":[{}]}]},"item_4_creator_6":{"attribute_name":"著者名(英)","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"Taiga, Ikeda","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Kodai, Ueyoshi","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Kota, Ando","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Kazutoshi, Hirose","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Tetsuya, Asai","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Masato, Motoura","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Shinya, Takamaeda","creatorNameLang":"en"}],"nameIdentifiers":[{}]}]},"item_4_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AN10096105","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":"2188-8574","subitem_source_identifier_type":"ISSN"}]},"item_4_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"ニューラルネットワークをスマートフォンなどの組み込み機器に搭載する際に，計算量が多いことが問題になる．そこで，本論文ではニューラルネットワーク計算を軽量化するために無効ニューロンに着目した．0 の値を持つニューロンである無効ニューロンは，ニューラルネットワークの積和演算において不必要であるが，無効になるニューロンは入力データに応じて変動することが知られている．そのため，このような無効ニューロンを本体のニューラルネットワークとは別の二値化ニューラルネットワークで予測することで，先行して不要なニューロンを動的に特定し，本体の計算を省略する手法を提案する．計算省略の頻度と認識精度の間にはトレードオフがあるため，それを調整するバイアスチューニング技術を導入して評価した．","subitem_description_type":"Other"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"6","bibliographic_titles":[{"bibliographic_title":"研究報告システム・アーキテクチャ（ARC）"}],"bibliographicPageStart":"1","bibliographicIssueDates":{"bibliographicIssueDate":"2019-06-04","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"8","bibliographicVolumeNumber":"2019-ARC-236"}]},"relation_version_is_last":true,"weko_creator_id":"44499"}}