@inproceedings{li:2005:CECx, title = {An Analysis of Explicit Loops in Genetic Programming}, address = {Edinburgh, UK}, author = {Xiang Li and Vic Ciesielski}, booktitle = {Proceedings of the 2005 IEEE Congress on Evolutionary Computation}, editor = {David Corne and Zbigniew Michalewicz and Marco Dorigo and Gusz Eiben and David Fogel and Carlos Fonseca and Garrison Greenwood and Tan Kay Chen and Guenther Raidl and Ali Zalzala and Simon Lucas and Ben Paechter and Jennifier Willies and Juan J. Merelo Guervos and Eugene Eberbach and Bob McKay and Alastair Channon and Ashutosh Tiwari and L. Gwenn Volkert and Dan Ashlock and Marc Schoenauer}, month = {2-5 September}, pages = {2522--2529}, publisher = {IEEE Press}, volume = {3}, year = {2005}, biburl = {http://www.bibsonomy.org/bibtex/2f5258c7b9224ced2c21b5786481f3c02/brazovayeye}, abstract = {we analyse the reasons why evolving programs with a restricted form of loops is superior to evolving programs without loops for two problems which have underlying repetitive characteristics - a visit every- square problem and a modified Santa Fe ant problem. We show that in the case of loops there is a larger number of solutions with smaller tree sizes. We show that the computational patterns captured in the bodies of the loops are reflective of repeating patterns in the domain. We show that the increased computational cost of evaluating an individual can be controlled by domain knowledge.}, organisation = {IEEE Computational Intelligence Society, Institution of Electrical Engineers (IEE), Evolutionary Programming Society (EPS)}, publisher_address = {445 Hoes Lane, P.O. Box 1331, Piscataway, NJ 08855-1331, USA}, isbn = {0-7803-9363-5}, notes = {CEC2005 - A joint meeting of the IEEE, the IEE, and the EPS.}, keywords = {ADL, STGP algorithms, ant, forloops, genetic iteration, modified programming, } }