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Network Security Through Data Analysis

ebook

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
  • Work with operations to develop defenses and analysis techniques

  • Expand title description text
    Publisher: O'Reilly Media Edition: 2

    Kindle Book

    • Release date: September 8, 2017

    OverDrive Read

    • ISBN: 9781491962794
    • File size: 6481 KB
    • Release date: September 8, 2017

    EPUB ebook

    • ISBN: 9781491962794
    • File size: 6481 KB
    • Release date: September 8, 2017

    Formats

    Kindle Book
    OverDrive Read
    EPUB ebook

    Languages

    English

    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
  • Work with operations to develop defenses and analysis techniques

  • Expand title description text
    • Details

      Publisher:
      O'Reilly Media
      Edition:
      2

      Kindle Book
      Release date: September 8, 2017

      OverDrive Read
      ISBN: 9781491962794
      File size: 6481 KB
      Release date: September 8, 2017

      EPUB ebook
      ISBN: 9781491962794
      File size: 6481 KB
      Release date: September 8, 2017

    • Creators
    • Formats
      Kindle Book
      OverDrive Read
      EPUB ebook
    • Languages
      English