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Artificial Intelligence for Cybersecurity

Gebonden Engels 2022 9783030970864
€ 168,99
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Samenvatting

This book explores new and novel applications of machine learning, deep learning, and artificial intelligence that are related to major challenges in the field of cybersecurity. The provided research goes beyond simply applying AI techniques to datasets and instead delves into deeper issues that arise at the interface between deep learning and cybersecurity.

This book also provides insight into the difficult "how" and "why" questions that arise in AI within the security domain. For example, this book includes chapters covering "explainable AI", "adversarial learning", "resilient AI", and a wide variety of related topics. It’s not limited to any specific cybersecurity subtopics and the chapters touch upon a wide range of cybersecurity domains, ranging from malware to biometrics and more.

Researchers and advanced level students working and studying in the fields of cybersecurity (equivalently, information security) or artificial intelligence (including deep learning, machine learning, big data, and related fields) will want to purchase this book as a reference. Practitioners working within these fields will also be interested in purchasing this book.

Specificaties

ISBN13:9783030970864
Taal:Engels
Bindwijze:gebonden
Uitgever:Springer International Publishing

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Inhoudsopgave

Part I: Malware-Related Topics1. Generation of Adversarial Malware and Benign Examples using Reinforcement Learning2. Auxiliary-Classifier GAN for Malware Analysis3. Assessing the Robustness of an Image-based Malware Classifier with Smali Level Perturbations Techniques4. Detecting Botnets Through Deep Learning and Network Flow Analysis5. Interpretability of Machine Learning-Based Results of Malware Detection Using a Set of Rules6. Mobile Malware Detection using Consortium Blockchain7. BERT for Malware Classification8. Machine Learning for Malware Evolution DetectionPart II: Other Security Topics9. Gambling for Success: The Lottery Ticket Hypothesis in Deep Learning-based Side-channel Analysis10. Evaluating Deep Learning Models and Adversarial Attacks on Accelerometer-Based Gesture Authentication11. Clickbait Detection for YouTube Videos12. Survivability Using Artificial Intelligence Assisted Cyber Risk Warning13. Machine Learning and Deep Learning for Fixed-Text Keystroke Dynamics14. Machine Learning-Based Analysis of Free-Text Keystroke Dynamic15. Free-Text Keystroke Dynamics for User Authentication

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€ 168,99
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