

Michael Collins is a 15-year veteran of telecommunications and PBX systems. A relative newcomer to VoIP, he discovered FreeSWITCH in its very early stages and has been an enthusiastic community member ever since.
Meer over Michael CollinsNetwork Security Through Data Analysis
From Data to Action
Paperback Engels 2017 2e druk 9781491962848Samenvatting
Traditional intrusion detection and logfile analysis are no longer enough to protect today’s complex networks. In the updated second edition of this practical guide, security researcher Michael Collins shows InfoSec personnel the latest techniques and tools for collecting and analyzing network traffic datasets. You’ll understand how your network is used, and what actions are necessary to harden and defend the systems within it.
In three sections, this book examines the process of collecting and organizing data, various tools for analysis, and several different analytic scenarios and techniques. New chapters focus on active monitoring and traffic manipulation, insider threat detection, data mining, regression and machine learning, and other topics.
You’ll learn how to:
- Use sensors to collect network, service, host, and active domain data
- Work with the SiLK toolset, Python, and other tools and techniques for manipulating data you collect
- Detect unusual phenomena through exploratory data analysis (EDA), using visualization and mathematical techniques
- Analyze text data, traffic behavior, and communications mistakes
- Identify significant structures in your network with graph analysis
- Examine insider threat data and acquire threat intelligence
- Map your network and identify significant hosts within it
- ork with operations to develop defenses and analysis techniques
Specificaties
Lezersrecensies
Inhoudsopgave
Part I: Data
1. Organizing Data: Vantage, Domain, Action, and Validity
2. Vantage: Understanding Sensor Placement in Networks
3. Sensors in the Network Domain
4. Data in the Service Domain
5. Sensors in the Service Domain
6. Data and Storage in the Host Domain
7. Data and Storage in the Active Domain
Part II: Tools
8. Getting Data in One Place
9. The SiLK Suite
10. Reference and Lookup: Tools for Figuring Out Who Someone Is
Part III: Analytics
11. Exploratory Data Analysis and Visualization
12. On Analyzing Text
13. On Fumbling
14. On Volume and Time
15. On Graphs
16. On Insider Threat
17. On Threat Intelligence
18. Application Identification
19. On Network Mapping
20. On Working with Ops
21. Conclusions
Index
Rubrieken
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