DocumentCode :
2910425
Title :
Equivalence of probabilistic tournament and polynomial ranking selection
Author :
Hingee, Kassel ; Hutter, Marcus
Author_Institution :
Australian Nat. Univ., Canberra, ACT
fYear :
2008
fDate :
1-6 June 2008
Firstpage :
564
Lastpage :
571
Abstract :
Crucial to an evolutionary algorithm´s performance is its selection scheme. We mathematically investigate the relation between polynomial rank and probabilistic tournament methods which are (respectively) generalisations of the popular linear ranking and tournament selection schemes. We show that every probabilistic tournament is equivalent to a unique polynomial rank scheme. In fact, we derived explicit operators for translating between these two types of selection. Of particular importance is that most linear and most practical quadratic rank schemes are probabilistic tournaments.
Keywords :
evolutionary computation; polynomial approximation; probability; evolutionary algorithm; linear ranking selection; polynomial ranking selection; probabilistic tournament method; Algorithm design and analysis; Australia; Evolutionary computation; Genetic mutations; Mathematics; Polynomials; Pressure control; Probability distribution;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Evolutionary Computation, 2008. CEC 2008. (IEEE World Congress on Computational Intelligence). IEEE Congress on
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4244-1822-0
Electronic_ISBN :
978-1-4244-1823-7
Type :
conf
DOI :
10.1109/CEC.2008.4630852
Filename :
4630852
Link To Document :
بازگشت