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Explainable Artificial Intelligence for Cyber Security

Next Generation Artificial Intelligence

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  • © 2022

Overview

Editors:
  1. Mohiuddin Ahmed

    1. School of Science, Edith Cowan University, Joondalup, Australia

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  2. Sheikh Rabiul Islam

    1. Department of Computing Sciences, University of Hartford, West Hartford, USA

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  3. Adnan Anwar

    1. School of IT, Deakin University, Melbourne, Australia

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  4. Nour Moustafa

    1. School of Engineering and IT, UNSW Canberra, Campbell, Australia

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  5. Al-Sakib Khan Pathan

    1. Department of Computer Science and Engineering, United International University (UIU), Dhaka, Bangladesh

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  • Serves as an excellent reference for those who are working in cyber security and artificial intelligence
  • Presents recent research on Explainable Artificial Intelligence for Cyber Security
  • Provides introduction to Fundamental Concepts of Explainable Artificial Intelligence and applications to Cyber Security

Part of the book series: Studies in Computational Intelligence (SCI, volume 1025)

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Table of contents (12 chapters)

  1. Front Matter

    Pages i-xii
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  2. The Past, Present, and Prospective Future of XAI: A Comprehensive Review

    • Muhammad Usama Islam, Md. Mozaharul Mottalib, Mehedi Hassan, Zubair Ibne Alam, S. M. Zobaed, Md. Fazle Rabby
    Pages 1-29

  3. An Overview of Explainable Artificial Intelligence for Cyber Security

    • Hind Khoulimi, Mohamed Lahby, Othman Benammar
    Pages 31-58

  4. Artificial Intelligence: Practical and Ethical Challenges

    • Sophie Rice, Leandros Maglaras
    Pages 59-71

  5. Domain Knowledge-Aided Explainable Artificial Intelligence

    • Sheikh Rabiul Islam, William Eberle
    Pages 73-92

  6. Machine Learning Based IDS for Cyberattack Classification

    • Andrew Mayes, Adnan Anwar
    Pages 93-111

  7. Artificial Intelligence for Cyber Security: Performance Analysis of Network Intrusion Detection

    • Shahriar Usman Khan, Fariha Eusufzai, Md. Azharuddin Redwan, Mohiuddin Ahmed, Saifur Rahman Sabuj
    Pages 113-139

  8. Leveraging Artificial Intelligence Capabilities for Real-Time Monitoring of Cybersecurity Threats

    • Nickson M. Karie, Nor Masri Bin Sahri, Wencheng Yang, Michael N. Johnstone
    Pages 141-169

  9. Network Forensics in the Era of Artificial Intelligence

    • Wencheng Yang, Michael N. Johnstone, Song Wang, Nickson M. Karie, Nor Masri bin Sahri, James Jin Kang
    Pages 171-190

  10. Obfuscation-Based Mechanisms in Location-Based Privacy Protection

    • Basia E. Wozny, Lei Pan, Adnan Anwar
    Pages 191-211

  11. Intelligent Radio Frequency Fingerprinting to Identify Malicious Tags in the Internet of Things

    • Biplob Ray, Grishma Khadka, Dimuth Lasantha, Varun Chandrappa, Jinho Choi, Nemai Karmakar
    Pages 213-239

  12. Explainable Artificial Intelligence for Smart City Application: A Secure and Trusted Platform

    • M. Humayun Kabir, Khondokar Fida Hasan, Mohammad Kamrul Hasan, Keyvan Ansari
    Pages 241-263

  13. Explainable Artificial Intelligence in Sustainable Smart Healthcare

    • Mohiuddin Ahmed, Shahrin Zubair
    Pages 265-280
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Keywords

About this book

This book presents that explainable artificial intelligence (XAI) is going to replace the traditional artificial, machine learning, deep learning algorithms which work as a black box as of today. To understand the algorithms better and interpret the complex networks of these algorithms, XAI plays a vital role. In last few decades, we have embraced AI in our daily life to solve a plethora of problems, one of the notable problems is cyber security. In coming years, the traditional AI algorithms are not able to address the zero-day cyber attacks, and hence, to capitalize on the AI algorithms, it is absolutely important to focus more on XAI. Hence, this book serves as an excellent reference for those who are working in cyber security and artificial intelligence.

Editors and Affiliations

  • School of Science, Edith Cowan University, Joondalup, Australia

    Mohiuddin Ahmed

  • Department of Computing Sciences, University of Hartford, West Hartford, USA

    Sheikh Rabiul Islam

  • School of IT, Deakin University, Melbourne, Australia

    Adnan Anwar

  • School of Engineering and IT, UNSW Canberra, Campbell, Australia

    Nour Moustafa

  • Department of Computer Science and Engineering, United International University (UIU), Dhaka, Bangladesh

    Al-Sakib Khan Pathan

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