Research on Cybersecurity education based on interaction from human and society

• Project/Area Number: 16K00480
• Research Category: Grant-in-Aid for Scientific Research (C)
• Allocation Type: Multi-year Fund
• Section: 一般
• Research Field: Learning support system
• Research Institution: Kyushu University
• Principal Investigator: OKAMURA Koji 九州大学, 情報基盤研究開発センター, 教授 (70252830)
• Project Period (FY): 2016-10-21 – 2020-03-31
• Project Status: Completed (Fiscal Year 2019)
• Budget Amount: ¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000); Fiscal Year 2018: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000); Fiscal Year 2017: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000); Fiscal Year 2016: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
• Keywords: サイバーセキュリティ / 教材 / 脅威メール / IoTセキュリティ / ペネトレーションテスト / 機械学習 / 文書解析 / マイニング / マルウェア解析 / 受講者の評価 / 教育コンテンツ / 教育コンテンツ自動生成 / 未知の脅威 / セキュリティ教育 / セキュリティ演習 / サイバー演習 / 脅威分析 / 学習者分析 / 社会科学 / 自動化

Outline of Final Research Achievements

Various technologies for an automatic and quick production method of quizzes for Cybersecurity education and various educational contents for wide range students from manager to end user about Cybersecurity has been researched. The Cybersecurity threats are serious social issues in the world and this kind of research for Cybersecurity education is very important.

Academic Significance and Societal Importance of the Research Achievements

本研究の独創的な点は、サイバーセキュリティ攻撃を解析してそのメカニズムを解明する研究を教育に応用している点である。本研究で取り組むサイバーセキュリティ攻撃を自動的、あるいは、半自動的に解析する研究は、本研究の目的である教育コンテンツの迅速化だけではなく、サイバーセキュリティ攻撃対策そのものにも役に立つ技術である。

Research Products

• [Int'l Joint Research] インド工科大学、デリー校(インド)
• [Int'l Joint Research] University of Maryland, Baltimore County/Northeastern University(米国)
• [Int'l Joint Research] Imperial College London/Royal Holloway and Bedford New College(英国)
• [Int'l Joint Research] インド工科大学デリー校(インド)
• [Int'l Joint Research] メリーランド大学(米国)
• [Int'l Joint Research] ニューサウスェールズ大学(オーストラリア)
• [Int'l Joint Research] ロンドン大学(英国)
• [Int'l Joint Research] メリーランド大学ボルチモア校(米国)
• [Int'l Joint Research] ニューサウスウェールズ大学(オーストラリア)
• [Int'l Joint Research] ロンドン大学・ロイヤルハロウェイ校(英国)
• [Int'l Joint Research] インド工科大学デリー校(インド)
• [Journal Article] Comparative Analysis of Japan and the US Cybersecurity Related Newspaper Articles: A Content and Sentiment Analysis Approach (2020)
  • Author(s): Piyush Ghasiya and Koji Okamura
  • Journal Title: Proceedings of of the 34th International Conference on Advanced Information Networking and Applications (AINA-2020) Volume: 1
  • Peer Reviewed / Open Access / Int'l Joint Research
• [Journal Article] Cybersecurity Text Data Classification and Optimization for CTI Systems (2020)
  • Author(s): Ariel Rodriguez and Koji Okamura
  • Journal Title: Proceedings of the Workshops of the 34th International Conference on Advanced Information Networking and Applications (WAINA-2020) Volume: 1
  • Peer Reviewed / Open Access / Int'l Joint Research
• [Journal Article] Implementation and Evaluation on Automated E-Learning Contents Creation Based on Natural Language Processing Techniques (2020)
  • Author(s): Yiyi Wang and Koji Okamura
  • Journal Title: Proceedings of the Workshops of the 34th International Conference on Advanced Information Networking and Applications (WAINA-2020) Volume: 1
  • Peer Reviewed / Open Access / Int'l Joint Research
• [Journal Article] Detection and Mitigation of LFA Attack in SDN-IoT Network (2020)
  • Author(s): Alaa Allakany, Geeta Yadav, Kolin Paul, and Koji Okamura
  • Journal Title: Proceedings of the Workshops of the 34th International Conference on Advanced Information Networking and Applications (WAINA-2020) Volume: 1
  • Peer Reviewed / Open Access / Int'l Joint Research
• [Journal Article] The Equal Deepest Vertex First Reboot: Rebooting Network Edge Switches in a Campus Network (2020)
  • Author(s): Motoyuki Ohmori and Koji Okamura
  • Journal Title: Journal of Information Processing Volume: 28 Issue: 0 Pages: 214-221
  • DOI: 10.2197/ipsjjip.28.214
  • NAID: 130007808900
  • ISSN: 1882-6652
  • Peer Reviewed / Open Access
• [Journal Article] Social Media Data Mining for Proactive Cyber Defense (2020)
  • Author(s): Ariel Rodriguez and Koji OKAMURA
  • Journal Title: Journal of Information Processing Volume: 28 Issue: 0 Pages: 230-238
  • DOI: 10.2197/ipsjjip.28.230
  • NAID: 130007808906
  • ISSN: 1882-6652
  • Peer Reviewed / Open Access / Int'l Joint Research
• [Journal Article] Zero-day Malicious Email Investigation and Detection Using Features with Deep-learning Approach (2020)
  • Author(s): Sanouphab Phomkeona and Koji Okamura
  • Journal Title: Journal of Information Processing Volume: 28 Issue: 0 Pages: 222-229
  • DOI: 10.2197/ipsjjip.28.222
  • NAID: 130007808898
  • ISSN: 1882-6652
  • Peer Reviewed / Open Access / Int'l Joint Research
• [Journal Article] Automatic Generation of E-Learning Contents Based on Deep Learning and Natural Language Processing Techniques (2020)
  • Author(s): YIYI WANG and Koji OKAMURA
  • Journal Title: Proceedings of The 8-th International Conference on Emerging Internet, Data & Web Technologies (EIDWT-2020) Volume: 1
  • Peer Reviewed / Open Access / Int'l Joint Research
• [Journal Article] IoT-PEN: A Penetration Testing Framework for IoT (2020)
  • Author(s): Geeta Yadav, Alaa Allakany, Vijay Kumar, Kolin Paul and Koji Okamura
  • Journal Title: Proceedings of The 34th International Conference on Information Networking (ICOIN 2020) Volume: 1
  • Peer Reviewed / Open Access / Int'l Joint Research
• [Journal Article] Generating Real Time Cyber Situational Awareness Information Through Social Media Data Mining (2019)
  • Author(s): Ariel Rodriguez and Koji OKAMURA
  • Journal Title: Proceedings of COMPSAC, IEEE Computer Society International Conference on Computers, Software & Applications 2019 Volume: 1
  • Peer Reviewed / Open Access / Int'l Joint Research
• [Journal Article] Penetration Testing Framwork for IoT (2019)
  • Author(s): Geeta Yadav, Alaa Allakany, Vijay Kumar, Kolin Paul and Koji Okamura
  • Journal Title: Proceedings of 8th International Congress on Advanced Applied Informatics Volume: 1
  • Peer Reviewed / Open Access / Int'l Joint Research
• [Journal Article] Automatically Generate E-Learning Quizzes from IoT Security Ontology (2019)
  • Author(s): Yiyi Wang, Alaa Allakany, Srishti Kulshrestha, Wei Shi, Ranjan Bose and Koji Okamura
  • Journal Title: Proceedings of 8th International Congress on Advanced Applied Informatics Volume: 1
  • Peer Reviewed / Open Access / Int'l Joint Research
• [Journal Article] The Changing Cybersecurity Landscape in Japan and Quantitative Content Analysis of its Cybersecurity Strategies (2019)
  • Author(s): Piyush Ghasiya、Sachio Hirokawa and Koji OKAMURA
  • Journal Title: Proceedings of ISA Asia-Pacific Conference 2019 Volume: 1
  • Peer Reviewed / Open Access / Int'l Joint Research
• [Journal Article] An Introduction of Serious-Game for Cybersecurity Education (2019)
  • Author(s): Koji OKAMURA
  • Journal Title: International Workshop on Cyber-Physical Systems and Cyber-resilience Volume: 1
  • Peer Reviewed / Int'l Joint Research
• [Journal Article] End to End Real Time Cyber Situational Awareness System Design and Methodology (2019)
  • Author(s): Ariel Rodriguez and Koji OKAMURA
  • Journal Title: International Workshop on Cyber-Physical Systems and Cyber-resilience Volume: 1
  • Peer Reviewed / Int'l Joint Research
• [Journal Article] An Unknown Malware Detection Using Execution Registry Access (2018)
  • Author(s): Sanouphab Phomkeona, Kento Kono, Koji Okamura
  • Journal Title: STPSA 2018: The 13th IEEE International Workshop on Security, Trust, and Privacy for Software Applications Volume: 1
  • Peer Reviewed / Int'l Joint Research
• [Journal Article] The design of an active method for spyware detection (2018)
  • Author(s): Sanouphab Phomkeona and Koji Okamura
  • Journal Title: The 12th International Workshop on Information Search, Integration, and Personalization (ISIP2018) Volume: 1
  • Peer Reviewed / Int'l Joint Research
• [Journal Article] Systematic building of E-Learning contents for secure IoT (2018)
  • Author(s): Alaa Allakany, Toshihide Muto, Koji Okamura, Srishti Kulshrestha and Ranjan Bose
  • Journal Title: The 12th International Workshop on Information Search, Integration, and Personalization (ISIP2019) Volume: 1
  • Peer Reviewed / Int'l Joint Research
• [Journal Article] Leveraging SDN for Detection and Mitigation SMTP Flood Attack through Deep Learning Analysis Techniques (2017)
  • Author(s): Mohd Zafran B Abd Aziz and Koji OKAMURA
  • Journal Title: International Journal of Computer Science and Network Security Volume: 17-10
  • Peer Reviewed
• [Journal Article] A Collaborative Mitigation SMTP flood Attack using SDN platform on Multi Site (2017)
  • Author(s): Mohd Zafran B Abd Aziz and Koji OKAMURA
  • Journal Title: International Journal of Computer Science and Network Security Volume: 15-7
  • Peer Reviewed
• [Journal Article] A Method to Detect SMTP Flood Attacks using FlowIDS Framework (2017)
  • Author(s): Mohd Zafran B Abd Aziz and Koji OKAMURA
  • Journal Title: International Journal of Computer Science and Network Security Volume: 17-6
  • Peer Reviewed
• [Journal Article] International Journal of Computer Science and Information Security (2017)
  • Author(s): Alaa M. Allakany and Koji Okamura
  • Journal Title: International Journal of Computer Science and Network Security Volume: 15-4
  • Peer Reviewed
• [Journal Article] Efficient Multicasting Algorithm Using SDN, International Journal of Computer Science and Network Security (2017)
  • Author(s): Alaa M. Allakany and Koji Okamura
  • Journal Title: International Journal of Computer Science and Network Security Volume: 17-4
  • Peer Reviewed
• [Journal Article] An Investigation and Analysis Method for Suspicious Zero-day Malicious Emails (2017)
  • Author(s): Sanouphab Phomkeona, Yoshitatsu Ban and Koji Okamura
  • Journal Title: Proceedings of International Conference on Internet (ICONI 2017) Volume: 1
  • Peer Reviewed
• [Journal Article] Zero-day Malicious Email Behavior Investigation and Analysis (2017)
  • Author(s): Sanouphab Phomkeona, Kristan Edwards, Yoshitatsu Ban and Koji Okamura
  • Journal Title: Proceedings of Research Network Workshop 2017 Volume: 1
  • Peer Reviewed
• [Journal Article] Latency Monitoring in Software-Defined Networks (2017)
  • Author(s): Alaa M. Allakany and Koji Okamura
  • Journal Title: Proceedings of the 12th International Conference on Future Internet Technologies 2017 Volume: 1
  • Peer Reviewed
• [Presentation] 5G環境下におけるブロックチェーンアプリケーションの性能に関する研究 (2020)
  • Author(s): 小野貴臣,岡村耕二
  • Organizer: 電子情報通信学会 インターネットアーキテクチャ研究会
• [Presentation] エントロピーを用いた国単位でのアクセス状況の変化の顕著化に関する研究 (2020)
  • Author(s): 上本悠貴,岡村耕二
  • Organizer: 電子情報通信学会 インターネットアーキテクチャ研究会
• [Presentation] 片方向通信に着目した異常検知に関する研究 (2020)
  • Author(s): 北川大喬,岡村耕二
  • Organizer: 電子情報通信学会 インターネットアーキテクチャ研究会
• [Presentation] 九州大学サイバーセキュリティセンターの紹介 (2019)
  • Author(s): 岡村耕二,橋口勝弘,上拾石 弥生,新里 亜希
  • Organizer: 大学ICT推進協議会2019年度年次大会
• [Presentation] エントロピーを用いた通信相手国数の増加検知手法 (2019)
  • Author(s): 上本悠貴,岡村耕二
  • Organizer: コンピュータセキュリティシンポジウム2019論文集
• [Presentation] Kappa指標による大学別UDPリフレクタ数の分析 (2019)
  • Author(s): 今村弦、岡村耕二
  • Organizer: 情報処理学会 DICOMOワークショップ論文集
• [Presentation] Quantitative Content Analysis of Japan’s Cybersecurity Strategies and How the Cybersecurity Landscape has changed in Japan since 2013 (2019)
  • Author(s): Piyush Ghasiya and Koji OKAMURA
  • Organizer: 情報処理学会 第81回全国大会
• [Presentation] A study on Zigbee security: Attacks and Mitigation (2019)
  • Author(s): Xie Wen, Alaa Allakany, Koji Okamura
  • Organizer: 情報処理学会 第81回全国大会
• [Presentation] Collecting useful features for zero-day malicious emails detection (2019)
  • Author(s): Sanouphab Phomkeona, Koji Okamura
  • Organizer: 情報処理学会 第81回全国大会
• [Presentation] An Automated end-to-end penetration testing for the Internet of Thing (2019)
  • Author(s): Alaa allakany，Geeta yadav，Vijay kumar, Kolin paul，Koji okamura
  • Organizer: 情報処理学会 第81回全国大会
• [Presentation] Automatic Generation E-Learning contents Based on IoT Security Ontology (2019)
  • Author(s): Wang Yiyi, Allakany Alaa，Kulshrestha Srishti，Bose Ranjan, Koji Okamura
  • Organizer: 情報処理学会 第81回全国大会
• [Presentation] サイバーセキュリティ教育授業アンケートの分析に関する研究 (2018)
  • Author(s): 岡村耕二
  • Organizer: ICT推進協議会2018年度年次大会
• [Presentation] An evaluation of method for zero-day malicious email detection using email header information analqaysis (EHIA) and deep-learning approach (2018)
  • Author(s): Sanouphab Phomkeona and Koji Okamura
  • Organizer: Internet Conference 2018
• [Presentation] How Japan's Approach Towards Cybersecurity has Changed: Quantitative Content Analysis of Cybersecurity Strategy from 2013 to 2018 (2018)
  • Author(s): PIYUSH GHASIYA and KOJI OKAMURA
  • Organizer: Internet Conference 2018
• [Presentation] A Design Method for Zero-day Malicious Email Detection Using Email Header Information Analysis (EHIA) and Deep-Learning Approach (2018)
  • Author(s): Sanouphab Phomkeona and Koji Okamura
  • Organizer: コンピュータセキュリティシンポジウム2018
• [Presentation] Generating security intelligence through social network sentiment analysis (2018)
  • Author(s): Ariel Rodriguez and Koji Okamura
  • Organizer: コンピュータセキュリティシンポジウム2018
• [Presentation] Zero-day Malicious Email Detection Using Email Header Information Analysis Combining with Deep-Learning Approach (2018)
  • Author(s): Sanouphab Phomkeona and Koji Okamura
  • Organizer: World Social Science Forum 2018
  • Int'l Joint Research
• [Presentation] Perception & Vulnerability Towards Cybersecurity Among Elderly Citizen in Japan (2018)
  • Author(s): PIYUSH GHASIYA and KOJI OKAMURA
  • Organizer: World Social Science Forum 2018
  • Int'l Joint Research
• [Presentation] STIXを用いた多様化する脅威情報の表現拡張に関する研究 (2018)
  • Author(s): 上本 悠貴, 岡村 耕二
  • Organizer: 情報処理学会 DICOMOワークショップ
• [Presentation] STIXを用いた攻撃手法の分類に関する研究 (2018)
  • Author(s): 北川 大喬, 岡村 耕二
  • Organizer: 情報処理学会 DICOMOワークショップ
• [Presentation] サイバーセキュリティ基礎教育へのシリアスゲームの導入効果に関する研究 (2017)
  • Author(s): 岡村耕二
  • Organizer: 大学ICT推進協議会2017年度年次大会
• [Presentation] レジストリの変化量に着目した未知のマルウェアの検知に関する研究 (2017)
  • Author(s): 向野 賢人,岡村 耕二
  • Organizer: コンピュータセキュリティシンポジウム2017論文集
• [Presentation] 九州大学におけるサイバーセキュリティ教育の紹介 (2016)
  • Author(s): 岡村耕二
  • Organizer: 大学ICT推進協議会2016年度年次大会
  • Place of Presentation: 京都市
  • Year and Date: 2016-12-14
• [Presentation] セキュリティエンジニアを育成するためのインストラクショナルデザインの考察 (2016)
  • Author(s): 金子晃介, 伴芳龍, 岡村耕二
  • Organizer: 大学ICT推進協議会2016年度年次大会
  • Place of Presentation: 京都市
  • Year and Date: 2016-12-14
• [Remarks] 九州大学 サイバーセキュリティセンター
  • URL: https://cs.kyushu-u.ac.jp/ja/
• [Remarks] International Cybersecurity Center of Excellence
  • URL: http://incscoe.enviousdigital.uk/
• [Remarks] 九州大学サイバーセキュリティセンター
  • URL: https://cs.kyushu-u.ac.jp/ja/