{"updated":"2025-01-20T06:24:31.714840+00:00","metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00174914","sets":["1:8403:8414"]},"path":["8414"],"owner":"13","recid":"174914","title":["データの形が教えてくれること -トポロジカル・データ・アナリシスとその応用-"],"pubdate":{"attribute_name":"公開日","attribute_value":"2016-10-15"},"_buckets":{"deposit":"51272782-3e4a-4568-8b6c-bf42257b58c3"},"_deposit":{"id":"174914","pid":{"type":"depid","value":"174914","revision_id":0},"owners":[13],"status":"published","created_by":13},"item_title":"データの形が教えてくれること -トポロジカル・データ・アナリシスとその応用-","author_link":["363366","363365"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"データの形が教えてくれること -トポロジカル・データ・アナリシスとその応用-"},{"subitem_title":"What the Shape of Data Tells - Topological Data Analysis and Its Application -","subitem_title_language":"en"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"解説","subitem_subject_scheme":"Other"}]},"item_type_id":"1","publish_date":"2016-10-15","item_1_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"(株)富士通研究所"}]},"item_1_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"Fujitsu Labs. Ltd.","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/174914/files/IPSJ-MGN571113.pdf","label":"IPSJ-MGN571113.pdf"},"date":[{"dateType":"Available","dateValue":"2018-10-15"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-MGN571113.pdf","filesize":[{"value":"1.4 MB"}],"mimetype":"application/pdf","priceinfo":[{"tax":["include_tax"],"price":"660","billingrole":"5"},{"tax":["include_tax"],"price":"0","billingrole":"6"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_date","version_id":"90c83a0b-9591-4b92-83a3-283dc5330fc0","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2016 by the Information Processing Society of Japan"}]},"item_1_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"梅田, 裕平"}],"nameIdentifiers":[{}]}]},"item_1_creator_6":{"attribute_name":"著者名(英)","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"UMEDA, Yuhei","creatorNameLang":"en"}],"nameIdentifiers":[{}]}]},"item_1_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AN00116625","subitem_source_identifier_type":"NCID"}]},"item_resource_type":{"attribute_name":"資源タイプ","attribute_value_mlt":[{"resourceuri":"http://purl.org/coar/resource_type/c_6501","resourcetype":"article"}]},"item_1_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"近年,ビッグデータやモノのインターネット(IoT)によって,新しいサービスが展開されるようになってきた. さらに,深層学習など人工知能技術の発展にも影響を与えている. 一方で,ビッグデータやIoTが成功するか否かはデータ分析にかかっているといわれている.しかし,データが複雑になる中で従来のデータ分析手法だけでは詳細な分析が難しくなってきている.その中で新しいデータ分析手法として注目され始めているのが,データの形をとらえることで新たな知見を得ようとするトポロジカル・データ・アナリシス(TDA)である.本稿では,データの形をどのようにしてとらえ,それによって何が分かるのかを応用事例とともに解説する.","subitem_description_type":"Other"}]},"item_1_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"1127","bibliographic_titles":[{"bibliographic_title":"情報処理"}],"bibliographicPageStart":"1122","bibliographicIssueDates":{"bibliographicIssueDate":"2016-10-15","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"11","bibliographicVolumeNumber":"57"}]},"relation_version_is_last":true,"weko_creator_id":"13"},"created":"2025-01-19T00:44:59.351370+00:00","id":174914,"links":{}}