Intrusion detection : a machine learning approach

Author(s)
Bibliographic Information

Intrusion detection : a machine learning approach

Zhenwei Yu, Jeffrey J.P. Tsai

(Series in electrical and computer engineering, v. 3)

Imperial College Press , World Scientific [distributor], c2011

  • : hardcover

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Note

Includes bibliographical references (p. 159-167) and index

Description and Table of Contents

Description

This important book introduces the concept of intrusion detection, discusses various approaches for intrusion detection systems (IDS), and presents the architecture and implementation of IDS. It emphasizes on the prediction and learning algorithms for intrusion detection and highlights techniques for intrusion detection of wired computer networks and wireless sensor networks. The performance comparison of various IDS via simulation will also be included.

Table of Contents

  • Intrusion Detection Model
  • Problem and Challenges
  • System Architecture
  • Labeling Tools
  • Detection Model
  • Predication Model and Learning Algorithm
  • Model Tuning Algorithm
  • Fuzzy IDS Systems
  • Dual-Adaptive Intrusion Detection Model
  • Intrusion Detection of Wireless Sensor Networks
  • Performance Evaluation.

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