{"created":"2025-01-19T00:31:33.490657+00:00","updated":"2025-01-20T13:16:27.517785+00:00","metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00157679","sets":["1164:6389:8485:8486"]},"path":["8486"],"owner":"11","recid":"157679","title":["ダークネットトラフィック解析による学習型DDoSバックスキャッタ検出システム"],"pubdate":{"attribute_name":"公開日","attribute_value":"2016-02-25"},"_buckets":{"deposit":"2c16a2dc-f374-4e75-8bf1-1fa62773418b"},"_deposit":{"id":"157679","pid":{"type":"depid","value":"157679","revision_id":0},"owners":[11],"status":"published","created_by":11},"item_title":"ダークネットトラフィック解析による学習型DDoSバックスキャッタ検出システム","author_link":["298751","298744","298747","298740","298742","298749","298750","298748","298745","298746","298741","298743"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"ダークネットトラフィック解析による学習型DDoSバックスキャッタ検出システム"},{"subitem_title":"An Autonomous DDoS Backscatter Detection System from Darknet Traffic","subitem_title_language":"en"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"攻撃対策","subitem_subject_scheme":"Other"}]},"item_type_id":"4","publish_date":"2016-02-25","item_4_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"神戸大学大学院工学研究科"},{"subitem_text_value":"神戸大学大学院工学研究科"},{"subitem_text_value":"神戸大学大学院工学研究科"},{"subitem_text_value":"情報通信研究機構"},{"subitem_text_value":"情報通信研究機構"},{"subitem_text_value":"株式会社クルウィット"}]},"item_4_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"Guraduate School of Engineering, Kobe University","subitem_text_language":"en"},{"subitem_text_value":"Guraduate School of Engineering, Kobe University","subitem_text_language":"en"},{"subitem_text_value":"Guraduate School of Engineering, Kobe University","subitem_text_language":"en"},{"subitem_text_value":"National Institute of Information and Communications Technology","subitem_text_language":"en"},{"subitem_text_value":"National Institute of Information and Communications Technology","subitem_text_language":"en"},{"subitem_text_value":"clwit Inc.","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/157679/files/IPSJ-SPT16017022.pdf","label":"IPSJ-SPT16017022.pdf"},"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-SPT16017022.pdf","filesize":[{"value":"1.5 MB"}],"mimetype":"application/pdf","priceinfo":[{"tax":["include_tax"],"price":"0","billingrole":"46"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_login","version_id":"55e1a89f-742f-4c97-9e36-108ea88fb1dd","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2016 by the Institute of Electronics, Information and Communication Engineers 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":"宇川, 雄樹"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"北園, 淳"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"小澤, 誠一"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"班, 涛"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"中里, 純二"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"島村, 隼平"}],"nameIdentifiers":[{}]}]},"item_4_creator_6":{"attribute_name":"著者名(英)","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"Yuki, Ukawa","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Jun, Kitazono","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Seiichi, Ozawa","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Tao, Ban","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Junji, Nakazato","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Jumpei, Shimamura","creatorNameLang":"en"}],"nameIdentifiers":[{}]}]},"item_4_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AA12628305","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":"2188-8671","subitem_source_identifier_type":"ISSN"}]},"item_4_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"本研究では，ダークネットで観測された UDP 通信トラフィックから DDoS 攻撃によるバックスキャッタか否かを判定するオンライン学習型の判定システムを提案する． DDoS バックスキヤッタを識別するため， 17 の特徴量からなる特徴ベクトルを作成し， L2-SVM 識別器により分類を行う．また，新たな DDoS 攻撃パターンに対応するため，1 クラス SVM による外れ値検出を導入し， L2-SVM 識別器の継続的な更新を行う．評価実験では，NICT のダークネットセンサで観測された半年間のパケットデータを用いて評価を行う．提案手法により，平均の F 値が 0．90 という高い性能でバックスキャッタ判定を行えることを示す．","subitem_description_type":"Other"}]},"item_4_description_8":{"attribute_name":"論文抄録(英)","attribute_value_mlt":[{"subitem_description":"This paper proposes an autonomous DDoS backscatter detection system from UDP darknet traffic. To identify DDoS backscatter, we define 17 features and classify them using an L2-SVM. In addition, to adapt to emergence of new patterns of DDoS attacks, we utilize a one-class SVM to detect outliers and continuously update the L2-SVM classifier. In the experiments, we use a traffic data collected by darknet sensor of NICT for half a year, and show that the proposed system can detect DDoS backscatter with 0.90 in F-measure on average.","subitem_description_type":"Other"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"6","bibliographic_titles":[{"bibliographic_title":"研究報告セキュリティ心理学とトラスト（SPT）"}],"bibliographicPageStart":"1","bibliographicIssueDates":{"bibliographicIssueDate":"2016-02-25","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"22","bibliographicVolumeNumber":"2016-SPT-17"}]},"relation_version_is_last":true,"weko_creator_id":"11"},"id":157679,"links":{}}