{"created":"2025-01-19T01:12:49.636235+00:00","metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00211686","sets":["1164:3616:10522:10611"]},"path":["10611"],"owner":"44499","recid":"211686","title":["乱数重みニューラルネットワークにおけるアンサンブル学習の研究"],"pubdate":{"attribute_name":"公開日","attribute_value":"2021-06-17"},"_buckets":{"deposit":"4f837168-769c-4bfc-9127-9a74eb6d814e"},"_deposit":{"id":"211686","pid":{"type":"depid","value":"211686","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"乱数重みニューラルネットワークにおけるアンサンブル学習の研究","author_link":["538212","538217","538211","538207","538208","538218","538209","538210","538205","538206","538215","538216","538214","538213"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"乱数重みニューラルネットワークにおけるアンサンブル学習の研究"},{"subitem_title":"A Study of Ensemble Learning for Randomly Weighted Neural Network","subitem_title_language":"en"}]},"item_type_id":"4","publish_date":"2021-06-17","item_4_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"東京工業大学AIコンピューティング研究ユニット"},{"subitem_text_value":"東京工業大学AIコンピューティング研究ユニット"},{"subitem_text_value":"東京工業大学AIコンピューティング研究ユニット"},{"subitem_text_value":"東京工業大学AIコンピューティング研究ユニット"},{"subitem_text_value":"東京工業大学AIコンピューティング研究ユニット"},{"subitem_text_value":"東京工業大学AIコンピューティング研究ユニット"},{"subitem_text_value":"東京工業大学AIコンピューティング研究ユニット"}]},"item_4_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"AI Computing Research Unit, Tokyo Institute of Technology","subitem_text_language":"en"},{"subitem_text_value":"AI Computing Research Unit, Tokyo Institute of Technology","subitem_text_language":"en"},{"subitem_text_value":"AI Computing Research Unit, Tokyo Institute of Technology","subitem_text_language":"en"},{"subitem_text_value":"AI Computing Research Unit, Tokyo Institute of Technology","subitem_text_language":"en"},{"subitem_text_value":"AI Computing Research Unit, Tokyo Institute of Technology","subitem_text_language":"en"},{"subitem_text_value":"AI Computing Research Unit, Tokyo Institute of Technology","subitem_text_language":"en"},{"subitem_text_value":"AI Computing Research Unit, Tokyo Institute of Technology","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/211686/files/IPSJ-AVM21113007.pdf","label":"IPSJ-AVM21113007.pdf"},"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-AVM21113007.pdf","filesize":[{"value":"2.6 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真人"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"劉, 載勲"}],"nameIdentifiers":[{}]}]},"item_4_creator_6":{"attribute_name":"著者名(英)","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"Yasuyuki, Okoshi","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Kazutoshi, Hirose","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Kota, Ando","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Kazushi, Kawamura","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Thiem, Van Chu","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Masato, Motomura","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Jaehoon, Yu","creatorNameLang":"en"}],"nameIdentifiers":[{}]}]},"item_4_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AN10438399","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":"2188-8582","subitem_source_identifier_type":"ISSN"}]},"item_4_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"近年，重みの値を学習する代わりに，乱数重みの結合を学習する深層ニューラルネットワークが提案され， 膨大な重み係数の格納に必要なメモリリソースを大幅に削減できる可能性が示された．本研究では，乱数重みを用いたニューラルネットワークに対して様々なアンサンブル学習を適用し計算量と推論精度の解析を行い，更なるトレードオフの改善を目指した．ResNet18 と CIFAR-100 を用いた評価実験では，アンサンブル学習を適用することで既存の乱数重みネットワークに対し最大 3% の精度向上を実現した．","subitem_description_type":"Other"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"6","bibliographic_titles":[{"bibliographic_title":"研究報告オーディオビジュアル複合情報処理（AVM）"}],"bibliographicPageStart":"1","bibliographicIssueDates":{"bibliographicIssueDate":"2021-06-17","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"7","bibliographicVolumeNumber":"2021-AVM-113"}]},"relation_version_is_last":true,"weko_creator_id":"44499"},"id":211686,"updated":"2025-01-19T17:43:03.899564+00:00","links":{}}