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A Survey on Data Clasification with KDD-cup-99 Intrusion Detectin Dataset

by Akira Imada (March 2006)

Essencially good paper to start with.

G. K. Kuchimanchi et al. (2004) "Dimension Reduction Using Feature Extraction Methods for Real-time Misuse Detection Systems" (8 pages).

Neutral mutation

R Shipman, M Shackleton and I Harvey (2000) "The use of neutral genotype-phenotype mappings for improved evolutionary search." BT Technol J, Vol 18 No 4, pp. 103--111 (9 pages)

In abstract authos claimed "... One such property is neutrality in which many genotypes develop into the same phenotype. This paper examines the effect of neutral genotype-phenotype mappings on artificial evolutionary systems ... It is demonstrated how the right kind of redundancy has the potential of significantly aiding the evolvability of a system."

"It is possible to change the genotype, via mutation for example, without affecting the phenotype.Such mutations are called neutral mutations. (M. Kimura "Population genetics, molecular evolution, and the neutral theory: selected papers’, The University of Chicago Press, Chicago(1994).)

"Random neutral walks were performed. Starting from a given genotype, a single mutation neighbour was randomly selected that mapped into the same phenotype, i.e. a neutral mutation was made. Each single mutation neighbour of the new genotype was then assessed to determine whether any new phenotypes were discovered. This process was repeated for a fixed number of steps..."

It is "demonstrated how neutrality (in the RBN mapping) allowed for the discovery of many more phenotypes than would be the case for a non-neutral mapping