Title :
Adaptive mutation depending on program size in asynchronous program evolution
Author :
Harada, Tomohiro ; Takadama, Keiki
Author_Institution :
Grad. Sch. of Inf. & Eng., Univ. of Electro-Commun., Chofu, Japan
Abstract :
This paper proposes an adaptive mutation method which changes a mutation rate depending on the program size in the asynchronous program evolution unlike the synchronous program evolution such as genetic programming. An intensive experiment with an evolution of calculation programs has revealed that the proposed adaptive mutation method can generate the correct and short programs in comparison with other methods.
Keywords :
genetic algorithms; adaptive mutation method; asynchronous program evolution; evolutionary algorithms; genetic programming; mutation rate; Educational institutions; Equations; Evolution (biology); Genetics; Mathematical model; Registers; Tierra; adaptation; mutation; program evolution; program size;
Conference_Titel :
Nature and Biologically Inspired Computing (NaBIC), 2011 Third World Congress on
Conference_Location :
Salamanca
Print_ISBN :
978-1-4577-1122-0
DOI :
10.1109/NaBIC.2011.6089626