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Authors: Yaroslav V. Borcheninov and Yuri S. Okulovsky

Affiliation: Ural Federal University, Russian Federation

Keyword(s): Genetic programming, Symbolic computations.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Business Analytics ; Clustering and Classification Methods ; Computational Intelligence ; Data Analytics ; Data Engineering ; Evolutionary Computing ; Foundations of Knowledge Discovery in Databases ; Knowledge Discovery and Information Retrieval ; Knowledge-Based Systems ; Machine Learning ; Soft Computing ; Symbolic Systems

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.

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Paper citation in several formats:
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 (IC3K 2011) - KDIR; ISBN 978-989-8425-79-9; ISSN 2184-3228, SciTePress, pages 468-471. DOI: 10.5220/0003682004760479

@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 (IC3K 2011) - KDIR},
year={2011},
pages={468-471},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003682004760479},
isbn={978-989-8425-79-9},
issn={2184-3228},
}

TY - CONF

JO - Proceedings of the International Conference on Knowledge Discovery and Information Retrieval (IC3K 2011) - KDIR
TI - GENETIC PROGRAMMING WITH EMBEDDED FEATURES OF SYMBOLIC COMPUTATIONS
SN - 978-989-8425-79-9
IS - 2184-3228
AU - V. Borcheninov, Y.
AU - S. Okulovsky, Y.
PY - 2011
SP - 468
EP - 471
DO - 10.5220/0003682004760479
PB - SciTePress