Applications of Mathematical Modeling, Machine Learning, and Intelligent Computing for Industrial Development

Chapter 9 Cyber-attack detection applying machine learning approach

Vikash Kumar

Siksha ’O’ Anusandhan (Deemed to be University), Bhubaneswar, India

Ditipriya Sinha

National Institute of Technology Patna, Patna, India

Ayan Kumar Das

Birla Institute of Technology Mesra, Patna, India

DOI: 10.1201/9781003386599-11

Contents

1. 9.1 Introduction
2. 9.2 Known attack detection methods
3. 9.3 Unknown attack
   • 9.3.1 Anomaly-based approaches to defending zero-day cyber-attacks
   • 9.3.2 Graph-based approaches to defending zero-day cyber-attacks
   • 9.3.3 ML and deep learning-based approaches to defend against unknown (zero-day) cyber-attacks
4. 9.4 Feature reduction and data generation for intrusion detection
   • 9.4.1 Feature reduction techniques for attack data
   • 9.4.2 Data ...