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Network Security Through Data Analysis: From Data to Action

English

By (author): Michael S. Collins

Traditional intrusion detection and logfile analysis are no longer enough to protect todays 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. Youll 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. Youll 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 Work with operations to develop defenses and analysis techniques See more
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Product Details
  • Weight: 746g
  • Dimensions: 182 x 232mm
  • Publication Date: 25 Aug 2017
  • Publisher: O'Reilly Media
  • Publication City/Country: United States
  • Language: English
  • ISBN13: 9781491962848

About Michael S. Collins

Michael Collins is the chief scientist for RedJack LLC. a NetworkSecurity and Data Analysis company located in the WashingtonD.C. area. Prior to his work at RedJack Dr. Collins was a member ofthe technical staff at the CERT/Network Situational Awareness group at Carnegie Mellon University. His primary focus is on networkinstrumentation and traffic analysis in particular on the analysis oflarge traffic datasets.Dr. Collins graduated with a PhD in Electrical Engineering fromCarnegie Mellon University in 2008 he holds Master's and Bachelor'sDegrees from the same institution.

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