EvoSeedRNSAII: An improved evolutionary algorithm for generating detectors in the real-valued Negative Selection Algorithms

In the previous work, a detector generation algorithm, named as the EvoSeedRNSA, is proposed. A genetic algorithm is adopted in the EvoSeedRNSA to evolve the random seeds to generate an approximately optimal detector set. This paper proposes an improved EvoSeedRNSA, named as the EvoSeedRNSAII, to ge...

Full description

Saved in:
Bibliographic Details
Published inApplied soft computing Vol. 19; pp. 18 - 30
Main Authors Zhang, Jie, Luo, Wenjian
Format Journal Article
LanguageEnglish
Published Elsevier B.V 01.06.2014
Subjects
Detector generation algorithm
Encoding schemes
Evolutionary algorithm
EvoSeedRNSA
Negative Selection Algorithm
Encoding schemes
Negative Selection Algorithm
Detector generation algorithm
EvoSeedRNSA
Evolutionary algorithm
Online AccessGet full text
ISSN1568-4946
1872-9681
DOI10.1016/j.asoc.2014.01.025

Cover

More Information
Summary:In the previous work, a detector generation algorithm, named as the EvoSeedRNSA, is proposed. A genetic algorithm is adopted in the EvoSeedRNSA to evolve the random seeds to generate an approximately optimal detector set. This paper proposes an improved EvoSeedRNSA, named as the EvoSeedRNSAII, to generate a more efficient detector set. A multi-group random seed encoding scheme is designed to represent the individuals and different detector generation sequences are discussed. The experiments demonstrate that the EvoSeedRNSAII has a better performance than the EvoSeedRNSA.
ISSN:1568-4946
1872-9681
DOI:10.1016/j.asoc.2014.01.025