Title :
About the Time Complexity of EAs Based on Finite Search Space
Author :
Ding, Lixin ; Bi, Yingzhou
Author_Institution :
State Key Lab. of Software Eng., Wuhan Univ.
Abstract :
Some results about the computation time of evolutionary algorithms are obtained in this paper. First, some exact analytic expressions of the mean first hitting times of evolutionary algorithms infinite search spaces are acquired theoretically by using the properties of Markov chain associated with evolutionary algorithms considered here. Then, by introducing drift analysis and applying Dynkin´s formula, the general upper and lower bounds of the mean first hitting times of evolutionary algorithms are estimated
Keywords :
Markov processes; computational complexity; evolutionary computation; Dynkin formula; Markov chain; drift analysis; evolutionary algorithm; finite search space; time complexity; Algorithm design and analysis; Evolutionary computation; Genetics; Information technology; Software engineering; Space technology; State-space methods; Stochastic processes; Testing; Upper bound;
Conference_Titel :
Computational Intelligence and Security, 2006 International Conference on
Conference_Location :
Guangzhou
Print_ISBN :
1-4244-0605-6
Electronic_ISBN :
1-4244-0605-6
DOI :
10.1109/ICCIAS.2006.294144