{"updated":"2025-01-22T00:14:05.763773+00:00","links":{},"metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00068315","sets":["1164:1384:6059:6060"]},"path":["6060"],"owner":"10","recid":"68315","title":["ベイズ識別器による不具合予測のための相関ルールマイニングを用いたメトリクス絞り込み"],"pubdate":{"attribute_name":"公開日","attribute_value":"2010-03-11"},"_buckets":{"deposit":"1226198d-0f2b-430d-a153-8af7fc0180bb"},"_deposit":{"id":"68315","pid":{"type":"depid","value":"68315","revision_id":0},"owners":[10],"status":"published","created_by":10},"item_title":"ベイズ識別器による不具合予測のための相関ルールマイニングを用いたメトリクス絞り込み","author_link":["0","0"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"ベイズ識別器による不具合予測のための相関ルールマイニングを用いたメトリクス絞り込み"},{"subitem_title":"Selection of Metrics by Association Rule Mining for Identifying Risky Software Projects","subitem_title_language":"en"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"測定・プロジェクト（学生セッション）","subitem_subject_scheme":"Other"}]},"item_type_id":"4","publish_date":"2010-03-11","item_4_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"大阪大学大学院情報科学研究科"},{"subitem_text_value":"大阪大学大学院情報科学研究科"},{"subitem_text_value":"大阪大学大学院情報科学研究科"},{"subitem_text_value":"京都工芸繊維大学大学院工芸科学研究科"},{"subitem_text_value":"情報処理推進機構ソフトウェア・エンジニアリング・センター"},{"subitem_text_value":"情報処理推進機構ソフトウェア・エンジニアリング・センター"}]},"item_4_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"Graduate School of Information Science and Technology, Osaka University","subitem_text_language":"en"},{"subitem_text_value":"Graduate School of Information Science and Technology, Osaka University","subitem_text_language":"en"},{"subitem_text_value":"Graduate School of Information Science and Technology, Osaka University","subitem_text_language":"en"},{"subitem_text_value":"Graduate School of Science and Technology, Kyoto Institute of Technology","subitem_text_language":"en"},{"subitem_text_value":"Information-Technology Promotion Agency Software Engineering Center, Japan","subitem_text_language":"en"},{"subitem_text_value":"Information-Technology Promotion Agency Software Engineering Center, Japan","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/68315/files/IPSJ-SE10167004.pdf"},"date":[{"dateType":"Available","dateValue":"2012-03-11"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-SE10167004.pdf","filesize":[{"value":"366.3 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":"12"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_date","version_id":"e45bbf16-5a5c-4b84-aefa-ac0bf2baf114","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2010 by the Information Processing Society of Japan"}]},"item_4_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"尾形, 憲一"},{"creatorName":"出張, 純也"},{"creatorName":"菊野, 亨"},{"creatorName":"水野, 修"},{"creatorName":"菊地, 奈穂美"},{"creatorName":"平山, 雅之"}],"nameIdentifiers":[{}]}]},"item_4_creator_6":{"attribute_name":"著者名(英)","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"Kenichi, Ogata","creatorNameLang":"en"},{"creatorName":"Junya, Debari","creatorNameLang":"en"},{"creatorName":"Tohru, Kikuno","creatorNameLang":"en"},{"creatorName":"Osamu, Mizuno","creatorNameLang":"en"},{"creatorName":"Nahomi, Kikuchi","creatorNameLang":"en"},{"creatorName":"Masayuki, Hirayama","creatorNameLang":"en"}],"nameIdentifiers":[{}]}]},"item_4_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AN10112981","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":"近年，ソフトウェア開発現場において，プロジェクト管理の必要性が高まってきている．我々は，企業横断的データに対して，ソフトウェア稼働後に不具合が発生するかどうかを予測するベイズ識別器の作成を目指している．本研究の目的は，その準備的考察として，モデル作成に利用するメトリクスの絞り込みの可能性を検討することである．絞り込みには相関ルールマイニングを利用する．SEC で収集されたデータを利用した評価適用実験を行い，メトリクスを絞り込んだ場合の各モデルについてその予測精度を調査した．実験の結果，相関ルールマイニングを利用して絞り込みを行うと，かなり少ないメトリクスだけでも高い予測精度を維持できることが分かった．","subitem_description_type":"Other"}]},"item_4_description_8":{"attribute_name":"論文抄録(英)","attribute_value_mlt":[{"subitem_description":"Recently in the software development projects, the necessity of quantitative project management has been increased. We also try to develop, for project data crossing industries, a Bayesian classifier to identify such risky projects that may produce faulty product. In this paper we try to choose an appropriate set of metrics for the Bayesian classifier. Actually we apply association rule mining for project data in order to determine the set of metrics. We conducted an experimental evaluation and found several candidate set of metrics for the Bayesian classifier.","subitem_description_type":"Other"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"7","bibliographic_titles":[{"bibliographic_title":"研究報告ソフトウェア工学（SE）"}],"bibliographicPageStart":"1","bibliographicIssueDates":{"bibliographicIssueDate":"2010-03-11","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"4","bibliographicVolumeNumber":"2010-SE-167"}]},"relation_version_is_last":true,"weko_creator_id":"10"},"id":68315,"created":"2025-01-18T23:28:23.217792+00:00"}