Title :
Analysis of constant creation techniques on the binomial-3 problem with grammatical evolution
Author :
Byrne, Jonathan ; Neil, Michael O. ; Hemberg, Erik ; Brabazon, Anthony
Author_Institution :
Natural Comput. Res. & Applic. Group, Univ. Coll. Dublin, Dublin
Abstract :
This paper studies the difference between Persistent Random Constants (PRC) and digit concatenation as methods for generating constants. It has been shown that certain problems have different fitness landscapes depending on how they are represented, independent of changes to the combinatorial search space, thus changing problem difficulty. In this case we show that the method for generating the constants can also influence how hard the problem is for genetic programming.
Keywords :
genetic algorithms; search problems; binomial-3 problem; combinatorial search space; constant creation techniques; digit concatenation method; genetic programming; grammatical evolution; persistent random constants; Adaptive systems; Computer applications; Educational institutions; Evolutionary computation; Genetic programming; Partial response channels; Polynomials; Probability; Sampling methods; Testing;
Conference_Titel :
Evolutionary Computation, 2009. CEC '09. IEEE Congress on
Conference_Location :
Trondheim
Print_ISBN :
978-1-4244-2958-5
Electronic_ISBN :
978-1-4244-2959-2
DOI :
10.1109/CEC.2009.4982996