Memetic Self-Configuring Genetic Programming for Solving Machine Learning Problems
Created by W.Langdon from
gp-bibliography.bib Revision:1.7975
- @InProceedings{Semenkina:2015:IIAI-AAI,
-
author = "Maria Semenkina and Eugene Semenkin",
-
booktitle = "4th IIAI International Congress on Advanced Applied
Informatics (IIAI-AAI)",
-
title = "Memetic Self-Configuring Genetic Programming for
Solving Machine Learning Problems",
-
year = "2015",
-
pages = "599--604",
-
abstract = "A hybridization of self-configuring genetic
programming algorithms (SelfCGPs) with a local search
in the space of trees is fulfilled to improve their
performance for symbolic regression problem solving and
artificial neural network automated design. The local
search is implemented with two neighbourhood systems
(1-level and 2-level neighbourhoods), three strategies
of a tree scanning ('full', 'incomplete' and
'truncated') and two ways of a movement between
adjacent trees (transition by the first improvement and
the steepest descent). The Lamarckian local search is
applied on each generation to ten percent of best
individuals. The performance of all developed memetic
algorithms is estimated on a representative set of test
problems of the functions approximation as well as on
real-world machine learning problems. It is shown that
developed memetic algorithms require comparable amount
of computational efforts but outperform the original
SelfCGPs both for the symbolic regression and neural
network design. The best variant of the local search
always uses the steepest descent but different tree
scanning strategies, namely, full scanning for the
solving of symbolic regression problems and incomplete
scanning for the neural network automated design.
Additional advantage of the approach proposed is a
possibility of the automated features selection.",
-
keywords = "genetic algorithms, genetic programming",
-
DOI = "doi:10.1109/IIAI-AAI.2015.290",
-
month = jul,
-
notes = "Also known as \cite{7373977}",
- }
Genetic Programming entries for
Maria Semenkina
Eugene Semenkin
Citations