Title :
Landscape information extraction from chromosome based on a quality control approach
Author :
Matayoshi, Mitsukuni
Author_Institution :
Okinawa Int. Univ., Okinawa, Japan
Abstract :
An attraction hypothesis and repulsion hypothesis on combinations of genes are introduced and “gene/locus pair” as a “Unique Inheritance” if the pair satisfies one of the hypotheses is characterised in this paper. A method based on a statistical approach to extract a set of gene-locus pairs characterized as “Unique Inheritance” is proposed, and also two new genetic operations, attraction mutation and repulsion mutation are introduced. To confirm the effect, the proposal is applied to a genetic algorithm to solve the quadratic assignment problem. The results show that proposed two new mutations contributed to obtain more exact solutions in a shorter time than a traditional simple mutation.
Keywords :
cellular biophysics; genetic algorithms; statistical analysis; attraction hypothesis; attraction mutation; chromosomes; gene combinations; gene-locus pairs; genetic algorithm; genetic operations; landscape information extraction; quadratic assignment problem; quality control; repulsion hypothesis; repulsion mutation; statistical approach; unique inheritance; Annealing; Argon; landscape analysis; mutation; quality control;
Conference_Titel :
Evolutionary Computation (CEC), 2012 IEEE Congress on
Conference_Location :
Brisbane, QLD
Print_ISBN :
978-1-4673-1510-4
Electronic_ISBN :
978-1-4673-1508-1
DOI :
10.1109/CEC.2012.6256464