Smart and Intelligent Systems

7 Human Elements in Machine Learning-Based Solutions to Cybersecurity

Mohd Anwar, Hilda Goins, Tianyang Zhang, and Xiangfeng Dai

DOI: 10.1201/9781003215349-7

Contents

1. 7.1 Introduction
2. 7.2 ML-Based Solutions for Cybersecurity
   • 7.2.1 Phishing Detection
   • 7.2.2 Malware Detection
   • 7.2.3 Intrusion Detection Systems (IDS)
3. 7.3 Challenges and Limitations of ML-Based Solutions
4. 7.4 Addressing the Challenges and Limitations: Human-in-the-Loop Model Building
5. 7.5 Human Elements in ML-Based Solutions
6. 7.6 Interpretive Machine Learning
7. 7.7 Conclusion
8. References

7.1 Introduction

Nowadays, we are witnessing an increase in the number of vulnerabilities and threats from web-based cyberattacks. Due to the rapid developments of global networking and communication ...