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Título del libro: Gecco 2013 - Proceedings Of The 2013 Genetic And Evolutionary Computation Conference Companion
Título del capítulo: Sunspots modelling: Comparison of GP approaches

Autores UNAM:
KATYA RODRIGUEZ VAZQUEZ;
Autores externos:

Idioma:
Inglés
Año de publicación:
2013
Palabras clave:

Comparative studies; Model approach; Polynomial form; Root nodes; Study case; Symbolic regression; Mathematical models; Models; Genetic programming


Resumen:

This paper presents a comparative study of the Multi-Branches Genetic Programming (MBGP), GP-NARMAX model approach and Standard Genetic Programming (SGP) for modelling problems. Sunspots data have been considered as study case in order to performance this comparison. The main point is to generate mathematical models in a polynomial form; thus the root node for MBGP has been set as the addition operator. Results show that MBGP rapidly evolves towards good mathematical models which are also easily to translate as well as the GPNARMAX approach represented in its polynomial form in contrast to SGP.


Entidades citadas de la UNAM: