Methods for Genealogy and Building Block Analysis in Genetic Programming
Created by W.Langdon from
gp-bibliography.bib Revision:1.7970
- @InCollection{series/sci/BurlacuAWKK15,
-
author = "Bogdan Burlacu and Michael Affenzeller and
Stephan M. Winkler and Michael Kommenda and Gabriel Kronberger",
-
title = "Methods for Genealogy and Building Block Analysis in
Genetic Programming",
-
bibdate = "2015-06-29",
-
bibsource = "DBLP,
http://dblp.uni-trier.de/db/series/sci/sci595.html#BurlacuAWKK15",
-
booktitle = "Computational Intelligence and Efficiency in
Engineering Systems",
-
publisher = "Springer",
-
year = "2015",
-
volume = "595",
-
editor = "Grzegorz Borowik and Zenon Chaczko and
Witold Jacak and Tadeusz Luba",
-
isbn13 = "978-3-319-15719-1",
-
pages = "61--74",
-
series = "Studies in Computational Intelligence",
-
keywords = "genetic algorithms, genetic programming",
-
URL = "http://dx.doi.org/10.1007/978-3-319-15720-7",
-
DOI = "doi:10.1007/978-3-319-15720-7_5",
-
abstract = "Genetic programming gradually assembles high-level
structures from low-level entities or building blocks.
This chapter describes methods for investigating
emergent phenomena in genetic programming by looking at
a population's collective behaviour. It details how
these methods can be used to trace genotypic changes
across lineages and genealogies. Part of the
methodology, we present an algorithm for decomposing
arbitrary subtrees from the population to their
inherited parts, picking up the changes performed by
either crossover or mutation across ancestries. This
powerful tool creates new possibilities for future
theoretical investigations on evolutionary algorithm
behavior concerning building blocks and fitness
landscape analysis.",
- }
Genetic Programming entries for
Bogdan Burlacu
Michael Affenzeller
Stephan M Winkler
Michael Kommenda
Gabriel Kronberger
Citations