{"created":"2023-06-19T10:30:18.133921+00:00","id":10586,"links":{},"metadata":{"_buckets":{"deposit":"24da341b-3a91-43a5-9526-b3185fc73186"},"_deposit":{"created_by":18,"id":"10586","owners":[18],"pid":{"revision_id":0,"type":"depid","value":"10586"},"status":"published"},"_oai":{"id":"oai:muroran-it.repo.nii.ac.jp:00010586","sets":["216:240","216:241","46"]},"author_link":["907","20687"],"item_79_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicIssueDates":{"bibliographicIssueDate":"2011","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"5","bibliographicPageEnd":"203","bibliographicPageStart":"200","bibliographicVolumeNumber":"6","bibliographic_titles":[{"bibliographic_title":"Bioinformation","bibliographic_titleLang":"en"}]}]},"item_79_description_23":{"attribute_name":"フォーマット","attribute_value_mlt":[{"subitem_description":"application/pdf","subitem_description_type":"Other"}]},"item_79_description_7":{"attribute_name":"抄録","attribute_value_mlt":[{"subitem_description":"We apply a combined method of heuristic attribute reduction and evaluation of relative reducts in rough set theory to gene expression data analysis. Our method extracts as many relative reducts as possible from the gene-expression data and selects the best relative reduct from the viewpoint of constructing useful decision rules. Using a breast cancer dataset and a leukemia dataset, we evaluated the classification accuracy for the test samples and biological meanings of the rules. As a result, our method presented superior classification accuracy comparable to existing salient classifiers. Moreover, our method extracted interesting rules including a novel biomarker gene identified in recent studies. These results indicate the possibility that our method can serve as a useful tool for gene expression data analysis.","subitem_description_language":"en","subitem_description_type":"Abstract"}]},"item_79_link_17":{"attribute_name":"出版者版へのリンク","attribute_value_mlt":[{"subitem_link_text":"10.6026/97320630006200","subitem_link_url":"https://doi.org/10.6026/97320630006200"}]},"item_79_link_5":{"attribute_name":"室蘭工業大学研究者データベースへのリンク","attribute_value_mlt":[{"subitem_link_text":"工藤 康生（KUDO Yasuo）","subitem_link_url":"http://rdsoran.muroran-it.ac.jp/html/100000129_ja.html"},{"subitem_link_text":"岡田 吉史（OKADA Yoshifumi）","subitem_link_url":"http://rdsoran.muroran-it.ac.jp/html/100000122_ja.html"}]},"item_79_publisher_11":{"attribute_name":"出版者","attribute_value_mlt":[{"subitem_publisher":"Biomedical Informatics","subitem_publisher_language":"en"}]},"item_79_relation_18":{"attribute_name":"DOI","attribute_value_mlt":[{"subitem_relation_type":"isIdenticalTo","subitem_relation_type_id":{"subitem_relation_type_id_text":"10.6026/97320630006200","subitem_relation_type_select":"DOI"}}]},"item_79_rights_19":{"attribute_name":"権利","attribute_value_mlt":[{"subitem_rights":"https://creativecommons.org/licenses/by/4.0/","subitem_rights_language":"en"}]},"item_79_source_id_12":{"attribute_name":"ISSN","attribute_value_mlt":[{"subitem_source_identifier":"0375-6505","subitem_source_identifier_type":"PISSN"}]},"item_79_subject_9":{"attribute_name":"日本十進分類法","attribute_value_mlt":[{"subitem_subject":"492","subitem_subject_scheme":"NDC"}]},"item_79_version_type_21":{"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_access_right":{"attribute_name":"アクセス権","attribute_value_mlt":[{"subitem_access_right":"open access","subitem_access_right_uri":"http://purl.org/coar/access_right/c_abf2"}]},"item_creator":{"attribute_name":"著者","attribute_type":"creator","attribute_value_mlt":[{"creatorAffiliations":[{"affiliationNameIdentifiers":[{}],"affiliationNames":[{},{}]}],"creatorNames":[{"creatorName":"Kudo,  Yasuo","creatorNameLang":"en"},{"creatorName":"クドウ, ヤスオ","creatorNameLang":"ja-Kana"},{"creatorName":"工藤, 康生","creatorNameLang":"ja"}],"familyNames":[{},{},{}],"givenNames":[{},{},{}],"nameIdentifiers":[{},{}]},{"creatorAffiliations":[{"affiliationNameIdentifiers":[{}],"affiliationNames":[{},{}]}],"creatorNames":[{"creatorName":"OKADA,  Yoshifumi","creatorNameLang":"en"},{"creatorName":"岡田, 吉史","creatorNameLang":"ja"},{"creatorName":"オカダ, ヨシフミ","creatorNameLang":"ja-Kana"}],"familyNames":[{},{},{}],"givenNames":[{},{},{}],"nameIdentifiers":[{},{}]}]},"item_files":{"attribute_name":"ファイル情報","attribute_type":"file","attribute_value_mlt":[{"accessrole":"open_date","date":[{"dateType":"Available","dateValue":"2022-03-30"}],"displaytype":"detail","filename":"BIOINFO_6_5_200.pdf","filesize":[{"value":"165.6 kB"}],"format":"application/pdf","licensetype":"license_note","mimetype":"application/pdf","url":{"label":"BIOINFO_6_5_200","objectType":"fulltext","url":"https://muroran-it.repo.nii.ac.jp/record/10586/files/BIOINFO_6_5_200.pdf"},"version_id":"b30b3302-2814-449e-8a73-8e3c4878ac48"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"Temperature estimation","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"Supercritical geothermal resource","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"Electrical resistivity","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"Bayesian rock-physics modelling","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"Kakkonda geothermal field","subitem_subject_language":"en","subitem_subject_scheme":"Other"}]},"item_language":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"eng"}]},"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":"A Heuristic method for discovering biomarker candidates based on rough set theory","item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"A Heuristic method for discovering biomarker candidates based on rough set theory","subitem_title_language":"en"}]},"item_type_id":"79","owner":"18","path":["46","240","241"],"pubdate":{"attribute_name":"PubDate","attribute_value":"2022-03-30"},"publish_date":"2022-03-30","publish_status":"0","recid":"10586","relation_version_is_last":true,"title":["A Heuristic method for discovering biomarker candidates based on rough set theory"],"weko_creator_id":"18","weko_shared_id":-1},"updated":"2023-10-23T07:12:01.496488+00:00"}