Artificial Immune System: Applications in Computer Security
- Length: 208 pages
- Edition: 1
- Language: English
- Publisher: Wiley-IEEE Computer Society Pr
- Publication Date: 2016-06-27
- ISBN-10: 1119076285
- ISBN-13: 9781119076285
- Sales Rank: #5184312 (See Top 100 Books)
This book deals with malware detection in terms of Artificial Immune System (AIS), and presents a number of AIS models and immune-based feature extraction approaches as well as their applications in computer security
- Covers all of the current achievements in computer security based on immune principles, which were obtained by the Computational Intelligence Laboratory of Peking University, China
- Includes state-of-the-art information on designing and developing artificial immune systems (AIS) and AIS-based solutions to computer security issues
- Presents new concepts such as immune danger theory, immune concentration, and class-wise information gain (CIG)
Table of Contents
Chapter 1: Artificial Immune System
Chapter 2: Malware Detection
Chapter 3: Immune Principle and Neural Networks-Based Malware Detection
Chapter 4: Multiple-Point Bit Mutation Method of Detector Generation
Chapter 5: Malware Detection System Using Affinity Vectors
Chapter 6: Hierarchical Artificial Immune Model
Chapter 7: Negative Selection Algorithm with Penalty Factor
Chapter 8: Danger Feature-Based Negative Selection Algorithm
Chapter 9: Immune Concentration-Based Malware Detection Approaches
Chapter 10: Immune Cooperation Mechanism-Based Learning Framework
Chapter 11: Class-Wise Information Gain
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