DocumentCode
1635669
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
fYear
2009
Firstpage
568
Lastpage
573
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;
fLanguage
English
Publisher
ieee
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
Type
conf
DOI
10.1109/CEC.2009.4982996
Filename
4982996
Link To Document