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ディープニューラルネットワークによるWeb攻撃検知手法の提案
http://hdl.handle.net/10098/00028956
http://hdl.handle.net/10098/0002895623ca030a-ca4e-45fe-a4c0-71e95fa982c6
名前 / ファイル | ライセンス | アクション |
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BD10126135.pdf (635.2 kB)
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Item type | 紀要論文 / Departmental Bulletin Paper(1) | |||||
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公開日 | 2022-03-24 | |||||
タイトル | ||||||
タイトル | ディープニューラルネットワークによるWeb攻撃検知手法の提案 | |||||
タイトル | ||||||
言語 | en | |||||
タイトル | Proposal of Web attack detection method by deep neural network | |||||
言語 | ||||||
言語 | jpn | |||||
キーワード | ||||||
言語 | en | |||||
主題Scheme | Other | |||||
主題 | Security | |||||
キーワード | ||||||
言語 | en | |||||
主題Scheme | Other | |||||
主題 | HTTP Request | |||||
キーワード | ||||||
言語 | en | |||||
主題Scheme | Other | |||||
主題 | Special Symbols | |||||
キーワード | ||||||
言語 | en | |||||
主題Scheme | Other | |||||
主題 | Deep Learning | |||||
資源タイプ | ||||||
資源タイプ識別子 | http://purl.org/coar/resource_type/c_6501 | |||||
資源タイプ | departmental bulletin paper | |||||
著者 |
藤田, 良介
× 藤田, 良介× 小高, 知宏× 黒岩, 丈介× 諏訪, いずみ× 白井, 治彦× Fujita, Ryosuke× Odaka, Tomohiro× Kuroiwa, Jousuke× Suwa, Izumi× Shirai, Haruhiko |
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抄録 | ||||||
内容記述タイプ | Abstract | |||||
内容記述 | In this paper, we proposed two feature extraction methods to detect attacks on the Web. We confirmed whether each method was effective by using deep learning. Attacks on the Web are difficult to classify as normal communications and difficult to detect by machines. Therefore, We focused on the fact that many special symbols appear in HTTP requests for attacks on the Web. As a result of classification using a method characterized by the number of occurrences of special symbols, the accuracy rate was about 94%. |
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書誌情報 |
福井大学学術研究院工学系部門研究報告 en : Memoir of Faculty of Engineering, University of Fukui 巻 70, p. 85-92, 発行日 2022-03 |
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出版者 | ||||||
出版者 | 福井大学大学院工学研究科 | |||||
権利 | ||||||
権利情報 | copyright 2022 School of Engineering UNIVERSITY OF FUKUI. ALL right reserved. | |||||
関連サイト | ||||||
識別子タイプ | URI | |||||
関連識別子 | http://www2.eng.u-fukui.ac.jp/research/memoirs-2/ | |||||
関連名称 | 福井大学大学院工学研究科研究報告(紀要) | |||||
著者版フラグ | ||||||
出版タイプ | VoR | |||||
出版タイプResource | http://purl.org/coar/version/c_970fb48d4fbd8a85 | |||||
その他のID | ||||||
TD10126135 |