{"updated":"2025-01-19T22:17:13.711898+00:00","metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00197606","sets":["1164:5352:9740:9828"]},"path":["9828"],"owner":"44499","recid":"197606","title":["ベイズ最適化における代理モデルの性能比較"],"pubdate":{"attribute_name":"公開日","attribute_value":"2019-06-10"},"_buckets":{"deposit":"8d359d37-2974-4872-929a-21eaa7639891"},"_deposit":{"id":"197606","pid":{"type":"depid","value":"197606","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"ベイズ最適化における代理モデルの性能比較","author_link":["474390","474387","474388","474389"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"ベイズ最適化における代理モデルの性能比較"},{"subitem_title":"A Comparison of Surrogate Models in Bayesian Optimization.","subitem_title_language":"en"}]},"item_type_id":"4","publish_date":"2019-06-10","item_4_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"明治大学"},{"subitem_text_value":"株式会社サイバーエージェント"}]},"item_4_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"Meiji University","subitem_text_language":"en"},{"subitem_text_value":"CyberAgent, Inc.","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/197606/files/IPSJ-BIO19058007.pdf","label":"IPSJ-BIO19058007.pdf"},"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-BIO19058007.pdf","filesize":[{"value":"3.1 MB"}],"mimetype":"application/pdf","priceinfo":[{"tax":["include_tax"],"price":"0","billingrole":"41"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_login","version_id":"b69f7e9a-b249-4402-b0ed-37ce694275b2","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":"下山, 翔"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"野村, 将寛"}],"nameIdentifiers":[{}]}]},"item_4_creator_6":{"attribute_name":"著者名(英)","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"Sho, Shimoyama","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Masahiro, Nomura\\n","creatorNameLang":"en"}],"nameIdentifiers":[{}]}]},"item_4_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AA12055912","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":"2188-8590","subitem_source_identifier_type":"ISSN"}]},"item_4_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"ベイズ最適化は，過去のデータから目的関数を推定する代理モデルを用いて次の探索点を効率的に選択できるため，機械学習アルゴリズムのハイパーパラメータ最適化などの様々な分野で利用されている．ベイズ最適化における代表的な代理モデルとしてガウス過程とランダムフォレストが存在するが，これらの代理モデルの性質が性能に与える影響に関する議論は十分になされていない．本研究では，ノイズの有無，次元数および性質の異なるベンチマーク関数に対する実験により，代理モデルの性質が性能に与える影響についての考察を行う．","subitem_description_type":"Other"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"8","bibliographic_titles":[{"bibliographic_title":"研究報告バイオ情報学（BIO）"}],"bibliographicPageStart":"1","bibliographicIssueDates":{"bibliographicIssueDate":"2019-06-10","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"7","bibliographicVolumeNumber":"2019-BIO-58"}]},"relation_version_is_last":true,"weko_creator_id":"44499"},"created":"2025-01-19T01:02:02.493427+00:00","id":197606,"links":{}}