Augmented negative selection algorithm with variable-coverage detectors
Zhou Ji
Dasgupata, D.
St. Jude Children's Res. Hosp., Memphis, TN, USA;
This paper appears in: Evolutionary Computation, 2004. CEC2004. Congress on
Publication Date: 19-23 June 2004
Volume: 1,
On page(s): 1081- 1088 Vol.1
ISSN:
ISBN: 0-7803-8515-2
INSPEC Accession Number: 8047490
Digital Object Identifier: 10.1109/CEC.2004.1330982
Current Version Published: 2004-09-03
Abstract
An augmentation of negative selection algorithm is developed featuring detectors that have variable coverage. While the detectors can have different kinds of variable properties in the light of this concept, the paper mainly describes the experiments of variable-sized detectors in real-valued space. Effects of the two main control parameters, self radius and expected coverage, are discussed and experimented with both synthesized and real-world datasets. The approach improves efficiency and reliability without compromising the order of magnitude of complexity.
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