Correlation dimension and integral do not predict epileptic seizures

Mary Ann F Harrison, Ivan Osorio, Mark G. Frei, Srividhya Asuri, Ying-Cheng Lai

Research output: Contribution to journalArticle

45 Scopus citations

Abstract

Reports in the literature have indicated potential value of the correlation integral and dimension for prediction of epileptic seizures up to several minutes before electrographic onset. We apply these measures to over 2000 total hours of continuous electrocortiogram, taken from 20 patients with epilepsy, examine their sensitivity to quantifiable properties such as the signal amplitude and autocorrelation, and investigate the influence of embedding and filtering strategies on their performance. The results are compared against those obtained from surrogate time series. Our conclusion is that neither the correlation dimension nor the correlation integral has predictive power for seizures.

Original languageEnglish (US)
Article number033106
JournalChaos
Volume15
Issue number3
DOIs
StatePublished - Sep 2005

ASJC Scopus subject areas

  • Statistical and Nonlinear Physics
  • Mathematical Physics
  • Physics and Astronomy(all)
  • Applied Mathematics

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    Harrison, M. A. F., Osorio, I., Frei, M. G., Asuri, S., & Lai, Y-C. (2005). Correlation dimension and integral do not predict epileptic seizures. Chaos, 15(3), [033106]. https://doi.org/10.1063/1.1935138