{"created":"2025-01-19T01:11:23.055110+00:00","updated":"2025-01-19T18:15:57.011775+00:00","metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00210117","sets":["1164:3925:10503:10504"]},"path":["10504"],"owner":"44499","recid":"210117","title":["不適切なデータセットや処理方法を用いた機械学習によるXSS攻撃検出研究の解説と精度の比較"],"pubdate":{"attribute_name":"公開日","attribute_value":"2021-03-08"},"_buckets":{"deposit":"95541d54-0ede-4044-b042-3ff7225e9e54"},"_deposit":{"id":"210117","pid":{"type":"depid","value":"210117","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"不適切なデータセットや処理方法を用いた機械学習によるXSS攻撃検出研究の解説と精度の比較","author_link":["531258","531257"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"不適切なデータセットや処理方法を用いた機械学習によるXSS攻撃検出研究の解説と精度の比較"},{"subitem_title":"Explanation of XSS Attack Detection Researches by Machine Learning with Inappropriate Dataset or Processing and Comparison of Accuracy","subitem_title_language":"en"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"攻撃検知・防御","subitem_subject_scheme":"Other"}]},"item_type_id":"4","publish_date":"2021-03-08","item_4_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"東京工科大学"},{"subitem_text_value":"東京工科大学"}]},"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/210117/files/IPSJ-CSEC21092020.pdf","label":"IPSJ-CSEC21092020.pdf"},"date":[{"dateType":"Available","dateValue":"2023-03-08"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-CSEC21092020.pdf","filesize":[{"value":"416.7 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":"30"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_date","version_id":"b1f6ee4c-8800-4d3a-a8e0-5050339379d8","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2021 by the Information Processing Society of Japan"}]},"item_4_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"飯野, 和真"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"宇田, 隆哉"}],"nameIdentifiers":[{}]}]},"item_4_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AA11235941","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":"2188-8655","subitem_source_identifier_type":"ISSN"}]},"item_4_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"機械学習を用いて XSS 攻撃を検出する研究が行われているが，実際の攻撃データセットを使用していると主張しながら実質無害なコードを使用していたり，コードの内容が不鮮明であったり，機械学習の前処理が不適切であったりするものがある．このようなデータセットや処理方法を使用して機械学習の検出精度を論じても，実際の攻撃を同等の精度で検出することはできない．本論文では，これらの研究がなぜ不適切であるのか明らかにする．一方で，評価に使用する攻撃データをどのように用意し，どのように前処理を行えば適切となるのかについて論じる．さらに，不適切なデータセットまたは前処理と，我々が用意した適切なデータセットを適切に前処理した場合とで，精度にどれだけの差が出るのか評価した．結果として，機械学習のアルゴリズムによっては，F 値に 0.9 以上の差が出るものがあることが判明した．本研究は，機械学習を用いて XSS 攻撃検知を行う研究者が注意すべき点について論じ，また数値で評価しており，有用である．","subitem_description_type":"Other"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"8","bibliographic_titles":[{"bibliographic_title":"研究報告コンピュータセキュリティ（CSEC）"}],"bibliographicPageStart":"1","bibliographicIssueDates":{"bibliographicIssueDate":"2021-03-08","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"20","bibliographicVolumeNumber":"2021-CSEC-92"}]},"relation_version_is_last":true,"weko_creator_id":"44499"},"id":210117,"links":{}}