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

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@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",
  ISBN =         "3-540-25436-6",
  pages =        "321--330",
  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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