Analysis and Classification of Epilepsy Stages with Genetic Programming

Created by W.Langdon from gp-bibliography.bib Revision:1.7615

@InProceedings{Sotelo:2012:evolve,

• author = "Arturo Sotelo and Enrique Guijarro and Leonardo Trujillo and Luis Coria and Yuliana Martinez",
• title = "Analysis and Classification of Epilepsy Stages with Genetic Programming",
• booktitle = "EVOLVE - A Bridge between Probability, Set Oriented Numerics, and Evolutionary Computation {II}",
• year = "2012",
• editor = "Oliver Schuetze and Carlos A. {Coello Coello} and Alexandru-Adrian Tantar and Emilia Tantar and Pascal Bouvry and Pierre {Del Moral} and Pierrick Legrand",
• volume = "175",
• series = "Advances in Intelligent Systems and Computing",
• pages = "57--70",
• address = "Mexico City, Mexico",
• month = aug # " 7-9",
• publisher = "Springer",
• keywords = "genetic algorithms, genetic programming",
• isbn13 = "978-3-642-31519-0",
• DOI = "doi:10.1007/978-3-642-31519-0_4",
• abstract = "Epilepsy is a widespread disorder that affects many individuals worldwide. For this reason much work has been done to develop computational systems that can facilitate the analysis and interpretation of the signals generated by a patients brain during the onset of an epileptic seizure. Currently, this is done by human experts since computational methods cannot achieve a similar level of performance. This paper presents a Genetic Programming (GP) based approach to analyse brain activity captured with Electrocorticogram (ECoG). The goal is to evolve classifiers that can detect the three main stages of an epileptic seizure. Experimental results show good performance by the GP-classifiers, evaluated based on sensitivity, specificity, prevalence and likelihood ratio. The results are unique within this domain, and could become a useful tool in the development of future treatment methods.",
• notes = "EVOLVE-2012",
• affiliation = "Departamento de Ingenieria Electrica y Electronica, Instituto Tecnologico de Tijuana, Blvd. Industrial y Av. ITR Tijuana S/N, Mesa Otay, C.P. 22500 Tijuana, B.C., Mexico",

}

Genetic Programming entries for Arturo Sotelo Enrique Guijarro Estelles Leonardo Trujillo Luis N Coria Yuliana Martinez

Citations