Analysis and Classification of Epilepsy Stages with Genetic Programming

  • Arturo Sotelo
  • Enrique Guijarro
  • Leonardo Trujillo
  • Luis Coria
  • Yuliana Martínez
Conference paper

DOI: 10.1007/978-3-642-31519-0_4

Part of the Advances in Intelligent Systems and Computing book series (AISC, volume 175)
Cite this paper as:
Sotelo A., Guijarro E., Trujillo L., Coria L., Martínez Y. (2013) Analysis and Classification of Epilepsy Stages with Genetic Programming. In: Schütze O. et al. (eds) EVOLVE - A Bridge between Probability, Set Oriented Numerics, and Evolutionary Computation II. Advances in Intelligent Systems and Computing, vol 175. Springer, Berlin, Heidelberg

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 analyze 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.

Keywords

Epilepsy Diagnosis Genetic Programming Classification 

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Copyright information

© Springer-Verlag Berlin Heidelberg 2013

Authors and Affiliations

  • Arturo Sotelo
    • 1
  • Enrique Guijarro
    • 2
  • Leonardo Trujillo
    • 3
  • Luis Coria
    • 3
  • Yuliana Martínez
    • 3
  1. 1.Departamento de Ingeniería Eléctrica y ElectrónicaInstituto Tecnológico de TijuanaTijuanaMéxico
  2. 2.Departamento de Ingeniería ElectrónicaUniversidad Politécnica de ValenciaValenciaSpain
  3. 3.Doctorado en Ciencias de la Ingeniería, Departamento de Ingeniería Eléctrica y ElectrónicaInstituto Tecnológico de TijuanaTijuanaMéxico

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