{"metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00235303","sets":["1164:3782:11460:11657"]},"path":["11657"],"owner":"44499","recid":"235303","title":["文字列の統計的特徴と公開情報を用いた悪性ドメイン検知"],"pubdate":{"attribute_name":"公開日","attribute_value":"2024-07-04"},"_buckets":{"deposit":"264c2ae1-a575-40d1-9680-b526b0bca4d3"},"_deposit":{"id":"235303","pid":{"type":"depid","value":"235303","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"文字列の統計的特徴と公開情報を用いた悪性ドメイン検知","author_link":["642751","642752","642750","642749","642753","642754"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"文字列の統計的特徴と公開情報を用いた悪性ドメイン検知"},{"subitem_title":"Malicious Domain Detection using String Features and Public Information","subitem_title_language":"en"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"LOIS 1","subitem_subject_scheme":"Other"}]},"item_type_id":"4","publish_date":"2024-07-04","item_4_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"近畿大学大学院総合理工学研究科"},{"subitem_text_value":"近畿大学大学院総合理工学研究科／近畿大学情報学研究所"},{"subitem_text_value":"神戸大学大学院工学研究科"}]},"item_4_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"Graduate School of Science and Engineering, Kindai University","subitem_text_language":"en"},{"subitem_text_value":"Graduate School of Science and Engineering, Kindai University / Cyber Informatics Research Institute, Kindai University","subitem_text_language":"en"},{"subitem_text_value":"Graduate School of Engineering, Kobe 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/235303/files/IPSJ-DC24133002.pdf","label":"IPSJ-DC24133002.pdf"},"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-DC24133002.pdf","filesize":[{"value":"1.1 MB"}],"mimetype":"application/pdf","priceinfo":[{"tax":["include_tax"],"price":"0","billingrole":"32"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_login","version_id":"7be14891-411f-4cd6-8bef-10875666fb89","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2024 by the Institute of Electronics, Information and CommunicationEngineers This SIG report is only available to those in membership of the SIG."}]},"item_4_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"楠見, 玲於"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"毛利, 公美"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"白石, 善明"}],"nameIdentifiers":[{}]}]},"item_4_creator_6":{"attribute_name":"著者名(英)","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"Reo, Kusumi","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Masami, Mohri","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Yoshiaki, Shiraishi","creatorNameLang":"en"}],"nameIdentifiers":[{}]}]},"item_4_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AN10539261","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_source_id_11":{"attribute_name":"ISSN","attribute_value_mlt":[{"subitem_source_identifier":"2188-8892","subitem_source_identifier_type":"ISSN"}]},"item_4_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"インターネットのサービスアクセスに欠かすことのできないドメイン名は，攻撃者によってフィッシングサイトやマルウェア感染サイトへの誘導にも利用されることから，ドメイン名が悪性か否かを判定することはセキュリティ対策において重要である．本論文では，ドメインの文字列の統計的特徴と WHOIS などから得られる公開情報が含まれるある公開データセットを用いて悪性ドメイン検知を行った結果，ランダムフォレスト分類器で 0.940 の Recall と 0.968 の F1 score，統計的特徴のみを用いたランダムフォレスト分類器と XGBoost 分類器で 0.946 の Recall と 0.968 の F1 score が得られている．","subitem_description_type":"Other"}]},"item_4_description_8":{"attribute_name":"論文抄録(英)","attribute_value_mlt":[{"subitem_description":"Domain names, which are indispensable for accessing Internet services, are also exploited by attackers to direct users to phishing sites or malware-infected sites. Therefore, determining whether a domain name is malicious or not is crucial for security measures. In this paper, we performed malicious domain detection using a publicly available dataset that includes statistical features of domain strings and publicly available information from sources such as WHOIS. As a result, we achieved a recall of 0.940 and an F1 score of 0.968 with a Random Forest classifier, and a recall of 0.946 and an F1 score of 0.968 with both Random Forest and XGBoost classifiers using only statistical features.","subitem_description_type":"Other"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"6","bibliographic_titles":[{"bibliographic_title":"研究報告ドキュメントコミュニケーション（DC）"}],"bibliographicPageStart":"1","bibliographicIssueDates":{"bibliographicIssueDate":"2024-07-04","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"2","bibliographicVolumeNumber":"2024-DC-133"}]},"relation_version_is_last":true,"weko_creator_id":"44499"},"id":235303,"updated":"2025-01-19T09:36:16.329675+00:00","links":{},"created":"2025-01-19T01:37:07.689404+00:00"}