{"created":"2023-06-19T09:50:58.428026+00:00","id":7935,"links":{},"metadata":{"_buckets":{"deposit":"38a874e2-cd0e-4e0c-b3de-b24fd82b5a47"},"_deposit":{"created_by":3,"id":"7935","owners":[3],"pid":{"revision_id":0,"type":"depid","value":"7935"},"status":"published"},"_oai":{"id":"oai:fukuyama-u.repo.nii.ac.jp:00007935","sets":["502:505:675:695:697"]},"author_link":["42658","42653","42656","42657","42654","42655"],"item_1_biblio_info_14":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicIssueDates":{"bibliographicIssueDate":"1995-03","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"2","bibliographicPageEnd":"22","bibliographicPageStart":"11","bibliographicVolumeNumber":"18","bibliographic_titles":[{"bibliographic_title":"福山大学工学部紀要"}]}]},"item_1_creator_6":{"attribute_name":"著者名(日)","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"渡辺, 栄治"}],"nameIdentifiers":[{"nameIdentifier":"42653","nameIdentifierScheme":"WEKO"}]},{"creatorNames":[{"creatorName":"清水, 光"}],"nameIdentifiers":[{"nameIdentifier":"42654","nameIdentifierScheme":"WEKO"}]}]},"item_1_description_1":{"attribute_name":"ページ属性","attribute_value_mlt":[{"subitem_description":"P(論文)","subitem_description_type":"Other"}]},"item_1_description_12":{"attribute_name":"抄録(英)","attribute_value_mlt":[{"subitem_description":"This paper studies relationships between multi-layered neural networks and the regression analysis for function approximation problems in the presence of the observation noise. First, we compare NNs with regression models from the viewpoint of both model structures and parameter estimators. Based on the discussions, we propose a learning algorithm for avoidance of overfitting. Next, we propose a method for analysis of the internal representation of NN by using the principal component analysis. Finally, the modeling results of the two modeling methods are concretely shown by several numerical computations.","subitem_description_type":"Other"}]},"item_1_full_name_7":{"attribute_name":"著者名よみ","attribute_value_mlt":[{"nameIdentifiers":[{"nameIdentifier":"42655","nameIdentifierScheme":"WEKO"}],"names":[{"name":"ワタナベ, エイジ"}]},{"nameIdentifiers":[{"nameIdentifier":"42656","nameIdentifierScheme":"WEKO"}],"names":[{"name":"シミズ, ヒカル"}]}]},"item_1_full_name_8":{"attribute_name":"著者名(英)","attribute_value_mlt":[{"nameIdentifiers":[{"nameIdentifier":"42657","nameIdentifierScheme":"WEKO"}],"names":[{"name":"Watanabe, Eiji","nameLang":"en"}]},{"nameIdentifiers":[{"nameIdentifier":"42658","nameIdentifierScheme":"WEKO"}],"names":[{"name":"Shimizu, Hikaru","nameLang":"en"}]}]},"item_1_source_id_13":{"attribute_name":"雑誌書誌ID","attribute_value_mlt":[{"subitem_source_identifier":"AN00217655","subitem_source_identifier_type":"NCID"}]},"item_1_text_9":{"attribute_name":"著者所属(日)","attribute_value_mlt":[{"subitem_text_value":"福山大学工学部情報処理工学科"},{"subitem_text_value":"福山大学工学部情報処理工学科"}]},"item_files":{"attribute_name":"ファイル情報","attribute_type":"file","attribute_value_mlt":[{"accessrole":"open_date","date":[{"dateType":"Available","dateValue":"1995-03-01"}],"displaytype":"detail","filename":"KJ00005781321.pdf","filesize":[{"value":"607.2 kB"}],"format":"application/pdf","licensetype":"license_note","mimetype":"application/pdf","url":{"url":"https://fukuyama-u.repo.nii.ac.jp/record/7935/files/KJ00005781321.pdf"},"version_id":"b47feba1-9705-44a5-92d8-ffaeba6a5612"}]},"item_language":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"jpn"}]},"item_resource_type":{"attribute_name":"資源タイプ","attribute_value_mlt":[{"resourcetype":"departmental bulletin paper","resourceuri":"http://purl.org/coar/resource_type/c_6501"}]},"item_title":"階層型ニューラルネットワークと回帰分析の関係","item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"階層型ニューラルネットワークと回帰分析の関係"},{"subitem_title":"A Study on Relationships between Multi-layered Neural Networks and Regression Analysis","subitem_title_language":"en"}]},"item_type_id":"1","owner":"3","path":["697"],"pubdate":{"attribute_name":"公開日","attribute_value":"1995-03-01"},"publish_date":"1995-03-01","publish_status":"0","recid":"7935","relation_version_is_last":true,"title":["階層型ニューラルネットワークと回帰分析の関係"],"weko_creator_id":"3","weko_shared_id":-1},"updated":"2023-06-19T10:33:32.971807+00:00"}