{"created":"2025-01-19T01:29:39.067280+00:00","updated":"2025-01-19T11:17:34.123201+00:00","metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00230095","sets":["6504:11436:11440"]},"path":["11440"],"owner":"44499","recid":"230095","title":["LSTMに基づくノイズ除去オートエンコーダによる時系列予測"],"pubdate":{"attribute_name":"公開日","attribute_value":"2023-02-16"},"_buckets":{"deposit":"a42dcb56-eb77-4d75-bb28-de43212b757e"},"_deposit":{"id":"230095","pid":{"type":"depid","value":"230095","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"LSTMに基づくノイズ除去オートエンコーダによる時系列予測","author_link":["619035","619036"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"LSTMに基づくノイズ除去オートエンコーダによる時系列予測"}]},"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":"2023-02-16","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":"京都工繊大"},{"subitem_text_value":"京都工繊大"}]},"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/230095/files/IPSJ-Z85-2U-08.pdf","label":"IPSJ-Z85-2U-08.pdf"},"date":[{"dateType":"Available","dateValue":"2023-11-17"}],"format":"application/pdf","filename":"IPSJ-Z85-2U-08.pdf","filesize":[{"value":"328.7 kB"}],"mimetype":"application/pdf","accessrole":"open_date","version_id":"afd39856-458b-49c2-b82a-c9348949e8a5","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2023 by the Information Processing Society of Japan"}]},"item_22_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"安藤, 大貴"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"飯間, 等"}],"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":"深層学習ではオートエンコーダ(AE)を用いた事前学習を行うことがしばしばある。また、AEの入力にノイズを加えたノイズ除去オートエンコーダ(DAE)が提案されているが、これは主に画像データに使われている。本論文では、時系列の予測に対して、DAEをLSTMと組み合わせた事前学習法を提案する。現実のデータを用いた実験を行い、提案手法をノイズ除去なしの既存手法と比較する。またどのようなノイズが性能向上に貢献しているかも検討する。","subitem_description_type":"Other"}]},"item_22_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"610","bibliographic_titles":[{"bibliographic_title":"第85回全国大会講演論文集"}],"bibliographicPageStart":"609","bibliographicIssueDates":{"bibliographicIssueDate":"2023-02-16","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"1","bibliographicVolumeNumber":"2023"}]},"relation_version_is_last":true,"weko_creator_id":"44499"},"id":230095,"links":{}}