TY - GEN
T1 - On the Effectiveness of Genetic Operations in Symbolic Regression
AU - Burlacu, Bogdan
AU - Affenzeller, Michael
AU - Kommenda, Michael
PY - 2015
Y1 - 2015
N2 - This paper describes a methodology for analyzing the evolutionary dynamics of genetic programming (GP) using genealogical information, diversity measures and information about the fitness variation from parent to offspring. We introduce a new subtree tracing approach for identifying the origins of genes in the structure of individuals, and we show that only a small fraction of ancestor individuals are responsible for the evolvement of the best solutions in the population.
AB - This paper describes a methodology for analyzing the evolutionary dynamics of genetic programming (GP) using genealogical information, diversity measures and information about the fitness variation from parent to offspring. We introduce a new subtree tracing approach for identifying the origins of genes in the structure of individuals, and we show that only a small fraction of ancestor individuals are responsible for the evolvement of the best solutions in the population.
UR - https://www.scopus.com/pages/publications/84952360511
U2 - 10.1007/978-3-319-27340-2_46
DO - 10.1007/978-3-319-27340-2_46
M3 - Conference proceedings
SN - 978-3-319-27339-6
VL - 9520
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 367
EP - 374
BT - Computer Aided Systems Theory – EUROCAST 2015. 15th International Conference, Las Palmas de Gran Canaria, Spain, February 8-13, 2015, Revised Selected Papers
A2 - Pichler, Franz
A2 - Moreno-Díaz, Roberto
A2 - Quesada-Arencibia, Alexis
PB - Springer
ER -