{"metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00215044","sets":["6504:10735:10808"]},"path":["10808"],"owner":"44499","recid":"215044","title":["深層ニューラルネットワークにおけるヘッセ行列の近似手法による固有値への影響調査"],"pubdate":{"attribute_name":"公開日","attribute_value":"2021-03-04"},"_buckets":{"deposit":"244e3cf6-80d8-4601-ac9b-628f981c5f46"},"_deposit":{"id":"215044","pid":{"type":"depid","value":"215044","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"深層ニューラルネットワークにおけるヘッセ行列の近似手法による固有値への影響調査","author_link":["553477","553476","553475"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"深層ニューラルネットワークにおけるヘッセ行列の近似手法による固有値への影響調査"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"人工知能と認知科学","subitem_subject_scheme":"Other"}]},"item_type_id":"22","publish_date":"2021-03-04","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":"筑波大"},{"subitem_text_value":"モントリオール大"},{"subitem_text_value":"カリフォルニア大"}]},"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/215044/files/IPSJ-Z83-4R-08.pdf","label":"IPSJ-Z83-4R-08.pdf"},"date":[{"dateType":"Available","dateValue":"2021-12-28"}],"format":"application/pdf","filename":"IPSJ-Z83-4R-08.pdf","filesize":[{"value":"352.9 kB"}],"mimetype":"application/pdf","accessrole":"open_date","version_id":"1e237399-5b9c-4df7-9371-1b887d97a817","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2021 by the Information Processing Society of Japan"}]},"item_22_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"本川, 哲哉"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"長沼, 大樹"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"井手, 達朗"}],"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":"深層学習の汎化性能にヘッセ行列の固有値が強く相関を持つことが知られている。近年、最先端の性能を発揮する学習手法も、ヘッセ行列の固有値を考慮した方法となっている。しかしながら、深層NNでは計算量が膨大となるため、一般に近似手法によって計算されたヘッセ行列が用いられてる。本研究では、深層学習において、各種近似手法がヘッセ行列の固有値に及ぼす影響を調査する。","subitem_description_type":"Other"}]},"item_22_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"490","bibliographic_titles":[{"bibliographic_title":"第83回全国大会講演論文集"}],"bibliographicPageStart":"489","bibliographicIssueDates":{"bibliographicIssueDate":"2021-03-04","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"1","bibliographicVolumeNumber":"2021"}]},"relation_version_is_last":true,"weko_creator_id":"44499"},"id":215044,"updated":"2025-01-19T16:20:48.109866+00:00","links":{},"created":"2025-01-19T01:15:49.738383+00:00"}