Data Mining and Machine Learning in Cybersecurity 1st Edition by Sumeet Dua, Xian Du ISBN 1439839425 9781439839423

Data Mining and Machine Learning in Cybersecurity 1st Edition by Sumeet Dua, Xian Du – Ebook PDF Instant Download/Delivery: 1439839425, 9781439839423

Full download Data Mining and Machine Learning in Cybersecurity 1st Edition after payment

Product details:

ISBN 10: 1439839425

ISBN 13: 9781439839423 

Author: Sumeet Dua, Xian Du 

With the rapid advancement of information discovery techniques, machine learning and data mining continue to play a significant role in cybersecurity. Although several conferences, workshops, and journals focus on the fragmented research topics in this area, there has been no single interdisciplinary resource on past and current works and possible paths for future research in this area. This book fills this need.

From basic concepts in machine learning and data mining to advanced problems in the machine learning domain, Data Mining and Machine Learning in Cybersecurity provides a unified reference for specific machine learning solutions to cybersecurity problems. It supplies a foundation in cybersecurity fundamentals and surveys contemporary challenges—detailing cutting-edge machine learning and data mining techniques. It also:

• Unveils cutting-edge techniques for detecting　new attacks
• Contains in-depth discussions of machine learning solutions to detection problems
• Categorizes methods for detecting, scanning, and profiling intrusions and anomalies
• Surveys contemporary cybersecurity problems and unveils state-of-the-art machine learning and data mining solutions
• Details privacy-preserving data mining methods

This interdisciplinary resource includes technique review tables that allow for speedy access to common cybersecurity problems and associated data mining methods. Numerous illustrative figures help readers visualize the workflow of complex techniques and more than forty case studies provide a clear understanding of the design and application of data mining and machine learning techniques in cybersecurity.

Table of contents:

1. Cybersecurity

2. Data Mining

3. Machine Learning

4. Review on Cybersecurity Solutions

5. Classical Machine-Learning Paradigms for Data Mining

6. Machine Learning

7. Improvements on Machine-Learning Methods

8. Challenges

9. Research Directions

10. Supervised Learning for Misuse/Signature Detection

11. Machine Learning for Anomaly Detection

12. Machine Learning for Hybrid Detection

13. Machine Learning for Scan Detection

14. Machine Learning for Profiling Network Traffic

15. Privacy-Preserving Data Mining

16. Emerging Challenges in Cybersecurity

17. Network Monitoring, Profiling, and Privacy Preservation

18. Emerging Challenges in Intrusion Detection

People also search for:

data mining and machine learning in cybersecurity pdf
    
data mining vs machine learning
    
is data mining used in machine learning
    
data mining cybersecurity
    
machine learning and data analytics in cybersecurity
    
ai data mining machine learning

Tags: Sumeet Dua, Xian Du, Data Mining, Machine Learning, Cybersecurity