On Prediction of Epileptic Seizures by Computing Multiple Genetic Programming Artificial Features

Created by W.Langdon from gp-bibliography.bib Revision:1.8010

@InProceedings{eurogp:FirpiGE05,

• author = "Hiram Firpi and Erik D. Goodman and Javier Echauz",
• editor = "Maarten Keijzer and Andrea Tettamanzi and Pierre Collet and Jano I. {van Hemert} and Marco Tomassini",
• title = "On Prediction of Epileptic Seizures by Computing Multiple Genetic Programming Artificial Features",
• booktitle = "Proceedings of the 8th European Conference on Genetic Programming",
• publisher = "Springer",
• series = "Lecture Notes in Computer Science",
• volume = "3447",
• year = "2005",
• address = "Lausanne, Switzerland",
• month = "30 " # mar # " - 1 " # apr,
• organisation = "EvoNet",
• keywords = "genetic algorithms, genetic programming: Poster",
• ISBN = "3-540-25436-6",
• pages = "321--330",
• DOI = "doi:10.1007/978-3-540-31989-4_29",
• DOI = "doi:10.1007/b107383",
• bibsource = "DBLP, http://dblp.uni-trier.de",
• abstract = "In this paper, we present a general-purpose, systematic algorithm, consisting of a genetic programming module and a k-nearest neighbour classifier, to automatically create multiple artificial features (i.e., features that are computer-crafted and may not have a known physical meaning) directly from EEG signals that reveal patterns predictive of epileptic seizures. The algorithm was evaluated in three different patients, with prediction defined over a horizon that varies between 1 and 5 minutes before unequivocal electrographic onset. For one patient, a perfect classification was achieved. For the other two patients, a high classification accuracy was reached, predicting three seizures out of four for one, and eleven seizures out of fifteen for the other. For the latter, also, only one normal (non-seizure) signal was misclassified.",
• notes = "Part of \cite{keijzer:2005:GP} EuroGP'2005 held in conjunction with EvoCOP2005 and EvoWorkshops2005",

}

Genetic Programming entries for Hiram A Firpi Erik Goodman Javier Echauz

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