Title :
Termination in Grammatical Evolution: grammar design, wrapping, and tails
Author :
Nicolau, Miguel ; O´Neill, Maire ; Brabazon, Anthony
Author_Institution :
Natural Comput. Res. & Applic. Group, Univ. Coll. Dublin, Dublin, Ireland
Abstract :
This paper explores the issues with mapping termination in Grammatical Evolution, and examines approaches that can be used to minimise them. It analyses the traditional approach of reusing the same genetic material, known as wrapping, and shows why this is inefficient with some grammars used in the literature. It suggests the appending of non-coding genetic material to genotype strings, at the start of the run, and shows the benefits of this approach: higher probability of creating terminated individuals, better or similar experimental performance, and a tendency to generate smaller solutions, when compared to the use of wrapping.
Keywords :
evolutionary computation; genotype strings; grammar design; grammar tails; grammar wrapping; grammatical evolution; mapping termination; noncoding genetic material; Benchmark testing; Genetics; Grammar; Production; Standards; Strontium; Wrapping;
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.2012.6256563