{"created":"2025-01-18T23:08:01.466816+00:00","updated":"2025-01-22T12:07:52.841036+00:00","metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00041060","sets":["1164:3616:3622:3624"]},"path":["3624"],"owner":"1","recid":"41060","title":["サポートベクトルマシンとその効率的学習アルゴリズム"],"pubdate":{"attribute_name":"公開日","attribute_value":"2007-09-26"},"_buckets":{"deposit":"2f1ab6e9-e809-47f4-b0db-77f3b99e4df5"},"_deposit":{"id":"41060","pid":{"type":"depid","value":"41060","revision_id":0},"owners":[1],"status":"published","created_by":1},"item_title":"サポートベクトルマシンとその効率的学習アルゴリズム","author_link":["0","0"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"サポートベクトルマシンとその効率的学習アルゴリズム"},{"subitem_title":"Support Vector Machine and its Efficient Learning Algorithms","subitem_title_language":"en"}]},"item_type_id":"4","publish_date":"2007-09-26","item_4_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"九州大学大学院システム情報科学研究院情報工学部門"}]},"item_4_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"Department of Computer Science and Communication Engineering, Kyushu University","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/41060/files/IPSJ-AVM07058009.pdf"},"date":[{"dateType":"Available","dateValue":"2009-09-26"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-AVM07058009.pdf","filesize":[{"value":"551.7 kB"}],"mimetype":"application/pdf","priceinfo":[{"tax":["include_tax"],"price":"660","billingrole":"5"},{"tax":["include_tax"],"price":"330","billingrole":"6"},{"tax":["include_tax"],"price":"0","billingrole":"27"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_date","version_id":"6e2240ee-d857-4340-8fcf-6a4e0c8be37a","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2007 by the Information Processing Society of Japan"}]},"item_4_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"高橋, 規一"}],"nameIdentifiers":[{}]}]},"item_4_creator_6":{"attribute_name":"著者名(英)","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"Norikazu, Takahashi","creatorNameLang":"en"}],"nameIdentifiers":[{}]}]},"item_4_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AN10438399","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_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"パターン認識や機械学習の分野で注目を集めているサポートベクトルマシン(SVM) の基本原理とその効率的学習アルゴリズムである分割法について解説する．前半ではマージン最大化，ソフトマージン，カーネルトリックといったSVMを特徴づける種々の手法について説明し，後半では分割法の基本アイデア，代表的なアルゴリズム，大域収束性に関する最近の結果を紹介する．","subitem_description_type":"Other"}]},"item_4_description_8":{"attribute_name":"論文抄録(英)","attribute_value_mlt":[{"subitem_description":"Support vector machine (SVM) has been attracting considerable attention in the field of pattern recognition, machine learning, and so on. The purpose of this report is to review fundamental principles of the SVM and the decomposition method which is widely used for the training of SVMs. In the first part, some key ideas characterizing SVMs such as margin maximization, soft margin, and kernel trick are explained. In the second part, the basic idea behind the decomposition method, some representative algorithms, and recent results on its global convergence are introduced.","subitem_description_type":"Other"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"54","bibliographic_titles":[{"bibliographic_title":"情報処理学会研究報告オーディオビジュアル複合情報処理（AVM）"}],"bibliographicPageStart":"49","bibliographicIssueDates":{"bibliographicIssueDate":"2007-09-26","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"96(2007-AVM-058)","bibliographicVolumeNumber":"2007"}]},"relation_version_is_last":true,"weko_creator_id":"1"},"id":41060,"links":{}}