GENETIC PROGRAMMING WITH EMBEDDED FEATURES OF SYMBOLIC COMPUTATIONS

Yaroslav V. Borcheninov, Yuri S. Okulovsky

2011

Abstract

Genetic programming is a methodology, widely used in data mining for obtaining the analytic form that describes a given experimental data set. In some cases, genetic programming is complemented by symbolic computations that simplify found expressions. We propose to unify the induction of genetic programming with the deduction of symbolic computations in one genetic algorithm. Our approach was implemented as the .NET library and successfully tested at various data mining problems: function approximation, invariants finding and classification.

Paper Citation

in Harvard Style

V. Borcheninov Y. and S. Okulovsky Y. (2011). GENETIC PROGRAMMING WITH EMBEDDED FEATURES OF SYMBOLIC COMPUTATIONS . In Proceedings of the International Conference on Knowledge Discovery and Information Retrieval - Volume 1: KDIR, (IC3K 2011) ISBN 978-989-8425-79-9, pages 468-471. DOI: 10.5220/0003682004760479

in Bibtex Style

@conference{kdir11,
author={Yaroslav V. Borcheninov and Yuri S. Okulovsky},
title={GENETIC PROGRAMMING WITH EMBEDDED FEATURES OF SYMBOLIC COMPUTATIONS},
booktitle={Proceedings of the International Conference on Knowledge Discovery and Information Retrieval - Volume 1: KDIR, (IC3K 2011)},
year={2011},
pages={468-471},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003682004760479},
isbn={978-989-8425-79-9},
}

in EndNote Style

TY - CONF
JO - Proceedings of the International Conference on Knowledge Discovery and Information Retrieval - Volume 1: KDIR, (IC3K 2011)
TI - GENETIC PROGRAMMING WITH EMBEDDED FEATURES OF SYMBOLIC COMPUTATIONS
SN - 978-989-8425-79-9
AU - V. Borcheninov Y.
AU - S. Okulovsky Y.
PY - 2011
SP - 468
EP - 471
DO - 10.5220/0003682004760479