Comparing Grammatical Evolution's Mapping Processes on Feature Generation for Pattern Recognition Problems

Created by W.Langdon from gp-bibliography.bib Revision:1.7954

@InCollection{series/sci/Calzada-LedesmaSDOVS17,

• author = "Valentin Calzada-Ledesma and Hector Jose Puga Soberanes and Alfonso Rojas Dominguez and Manuel Ornelas-Rodriguez and Juan Martin Carpio Valadez and Claudia Guadalupe Gomez Santillan",
• title = "Comparing Grammatical Evolution's Mapping Processes on Feature Generation for Pattern Recognition Problems",
• booktitle = "Nature-Inspired Design of Hybrid Intelligent Systems",
• editor = "Patricia Melin and Oscar Castillo and Janusz Kacprzyk",
• year = "2017",
• volume = "667",
• publisher = "Springer",
• isbn13 = "978-3-319-47053-5",
• pages = "775--785",
• series = "Studies in Computational Intelligence",
• keywords = "genetic algorithms, genetic programming, grammatical evolution",
• bibdate = "2017-05-16",
• bibsource = "DBLP, http://dblp.uni-trier.de/db/series/sci/sci667.html#Calzada-LedesmaSDOVS17",
• DOI = "doi:10.1007/978-3-319-47054-2_52",
• isbn13 = "978-3-319-47053-5",
• abstract = "Grammatical Evolution (GE) is a grammar-based form of Genetic Programming. In GE, a Mapping Process (MP) and a Backus-Naur Form grammar (defined in the problem context) are used to transform each individual's genotype into its phenotype form (functional representation). There are several MPs proposed in the state-of-the-art, each of them defines how the individuals genes are used to build its phenotype form. This paper compares two MPs: the Depth-First standard map and the Position Independent Grammatical Evolution (pi GE). The comparison was performed using as use case the problem of the selection and generation of features for pattern recognition problems. A Wilcoxon Rank-Sum test was used to compare and validate the results of the different approaches.",

}

Genetic Programming entries for Valentin Calzada-Ledesma Hector J Puga Alfonso Rojas-Dominguez Manuel Ornelas-Rodriguez Juan Martin Carpio-Valadez Claudia Guadalupe Gomez Santillan

Citations