{"created":"2023-05-15T11:34:19.920552+00:00","id":4891,"links":{},"metadata":{"_buckets":{"deposit":"9d2b7665-5f6f-46c1-9fbc-7b0343da26b8"},"_deposit":{"created_by":11,"id":"4891","owners":[11],"pid":{"revision_id":0,"type":"depid","value":"4891"},"status":"published"},"_oai":{"id":"oai:nsg.repo.nii.ac.jp:00004891","sets":["6:10:11:37"]},"author_link":["18195","18194"],"item_19_biblio_info_8":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicIssueDates":{"bibliographicIssueDate":"2019-11-29","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"2","bibliographicPageEnd":"39","bibliographicPageStart":"28","bibliographicVolumeNumber":"19","bibliographic_titles":[{"bibliographic_title":"新潟医療福祉学会誌"}]}]},"item_19_description_16":{"attribute_name":"フォーマット","attribute_value_mlt":[{"subitem_description":"application/pdf","subitem_description_type":"Other"}]},"item_19_description_45":{"attribute_name":"資源タイプ","attribute_value_mlt":[{"subitem_description":"論文(Article)","subitem_description_type":"Other"}]},"item_19_description_6":{"attribute_name":"抄録","attribute_value_mlt":[{"subitem_description":"ニューラルネットワークの研究には20年に渡ってベンチマークの役割を担ってきたデータセットが存在し、世界中でニューラルネットワークの研究に使用されている。近年、第二のベンチマークを目指したデータセットが公開され人工知能研究に寄与しているが、両者の違いや学習の困難度等に関する評価が定まっていない。本稿では第二のデータセットと第一のデータセットの違いを検証し、将来の第三のデータセット構築のための手掛かりを模索する。\n","subitem_description_type":"Abstract"},{"subitem_description":"In the research of neural networks, one data set has played the benchmark role for 20 years, and it is currently used worldwide for such research. In recent years, a second data set has been published with the aim to create a second benchmark and contribute to artificial intelligence. However, the differences between the two data sets and difficulty in learning have not been established. In this paper, we examine the differences between the two data sets and explore the possibilities of constructing a third data set in the future.","subitem_description_type":"Abstract"}]},"item_19_publisher_35":{"attribute_name":"出版者","attribute_value_mlt":[{"subitem_publisher":"新潟医療福祉学会"}]},"item_19_source_id_11":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AA11614531","subitem_source_identifier_type":"NCID"}]},"item_19_source_id_9":{"attribute_name":"ISSN","attribute_value_mlt":[{"subitem_source_identifier":"1346-8774","subitem_source_identifier_type":"ISSN"}]},"item_19_text_1":{"attribute_name":"Title in Japanese","attribute_value_mlt":[{"subitem_text_value":"Fashion-MNISTのベンチマーク適性の解析"}]},"item_19_text_2":{"attribute_name":"タイトル（英）","attribute_value_mlt":[{"subitem_text_language":"en","subitem_text_value":"Analysis of Fashion-MNIST benchmark suitability"}]},"item_19_text_47":{"attribute_name":"資源タイプ・NII","attribute_value_mlt":[{"subitem_text_value":"Journal Article"}]},"item_19_text_48":{"attribute_name":"資源タイプ・DCMI","attribute_value_mlt":[{"subitem_text_value":"text"}]},"item_19_version_type_18":{"attribute_name":"著者版フラグ","attribute_value_mlt":[{"subitem_version_resource":"http://purl.org/coar/version/c_970fb48d4fbd8a85","subitem_version_type":"VoR"}]},"item_creator":{"attribute_name":"著者","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"近藤, 正紀"}],"nameIdentifiers":[{"nameIdentifier":"18194","nameIdentifierScheme":"WEKO"}]},{"creatorNames":[{"creatorName":"Kondo, Masanori","creatorNameLang":"en"}],"nameIdentifiers":[{"nameIdentifier":"18195","nameIdentifierScheme":"WEKO"}]}]},"item_files":{"attribute_name":"ファイル情報","attribute_type":"file","attribute_value_mlt":[{"accessrole":"open_date","date":[{"dateType":"Available","dateValue":"2019-12-16"}],"displaytype":"detail","filename":"028_039_w1902.pdf","filesize":[{"value":"2.0 MB"}],"format":"application/pdf","licensetype":"license_note","mimetype":"application/pdf","url":{"label":"028_039_w1902","url":"https://nsg.repo.nii.ac.jp/record/4891/files/028_039_w1902.pdf"},"version_id":"b91e7de2-e4d7-473c-8d68-e71aafbab8bf"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"Fashion-MNIST","subitem_subject_scheme":"Other"},{"subitem_subject":"MNISTデータ","subitem_subject_scheme":"Other"},{"subitem_subject":"機械学習","subitem_subject_scheme":"Other"},{"subitem_subject":"ニューラルネットワーク","subitem_subject_scheme":"Other"},{"subitem_subject":"ベンチマーク","subitem_subject_scheme":"Other"},{"subitem_subject":"Fashion-MNIST","subitem_subject_scheme":"Other"},{"subitem_subject":"MNIST","subitem_subject_scheme":"Other"},{"subitem_subject":"machine learning","subitem_subject_scheme":"Other"},{"subitem_subject":"neural networks","subitem_subject_scheme":"Other"},{"subitem_subject":"benchmark","subitem_subject_scheme":"Other"},{"subitem_subject":"Fashion-MNIST","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"MNIST","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"machine learning","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"neural networks","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"benchmark","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"Fashion-MNIST","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"MNISTデータ","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"機械学習","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"ニューラルネットワーク","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"ベンチマーク","subitem_subject_language":"en","subitem_subject_scheme":"Other"}]},"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":"journal article","resourceuri":"http://purl.org/coar/resource_type/c_6501"}]},"item_title":"Fashion-MNISTのベンチマーク適性の解析","item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"Fashion-MNISTのベンチマーク適性の解析"},{"subitem_title":"Analysis of Fashion-MNIST benchmark suitability","subitem_title_language":"en"}]},"item_type_id":"19","owner":"11","path":["37"],"pubdate":{"attribute_name":"公開日","attribute_value":"2019-12-16"},"publish_date":"2019-12-16","publish_status":"0","recid":"4891","relation_version_is_last":true,"title":["Fashion-MNISTのベンチマーク適性の解析"],"weko_creator_id":"11","weko_shared_id":-1},"updated":"2023-05-15T12:15:15.346683+00:00"}