title: Characterization of early partial seizure onset: frequency, complexity and entropy.
abstract: OBJECTIVE
  A clear classification of partial seizures onset features is not yet established. Complexity and entropy have been very widely used to describe dynamical systems, but a systematic evaluation of these measures to characterize partial seizures has never been performed.
  
  
  METHODS
  Eighteen different measures including power in frequency bands up to 300 Hz, Gabor atom density (GAD), Higuchi fractal dimension (HFD), Lempel-Ziv complexity, Shannon entropy, sample entropy, and permutation entropy, were selected to test sensitivity to partial seizure onset. Intracranial recordings from 45 patients with mesial temporal, neocortical temporal and neocortical extratemporal seizure foci were included (331 partial seizures).
  
  
  RESULTS
  GAD, Lempel-Ziv complexity, HFD, high frequency activity, and sample entropy were the most reliable measures to assess early seizure onset.
  
  
  CONCLUSIONS
  Increases in complexity and occurrence of high-frequency components appear to be commonly associated with early stages of partial seizure evolution from all regions. The type of measure (frequency-based, complexity or entropy) does not predict the efficiency of the method to detect seizure onset.
  
  
  CONCLUSIONS
  Differences between measures such as GAD and HFD highlight the multimodal nature of partial seizure onsets. Improved methods for early seizure detection may be achieved from a better understanding of these underlying dynamics.
authors.affiliation: Department of Neurology, Epilepsy Research Laboratory, Johns Hopkins University School of Medicine, Meyer 2-147, 600 N Wolfe Street, Baltimore, MD 21287, USA. cjouny@jhmi.edu
authors.forename: Christophe C
authors.initials: CC
authors.lastname: Jouny
authors.forename: Gregory K
authors.initials: GK
authors.lastname: Bergey
mesh_terms: D000465:Algorithms; D000513:Alpha Rhythm / Q000502:physiology; D001931:Brain Mapping; D002540:Cerebral Cortex / Q000503:physiopathology; D003627:Data Interpretation, Statistical; D004566:Electrodes; D004567:Electrodes, Implanted; D004569:Electroencephalography / Q000379:methods* / Q000706:statistics & numerical data*; D019277:Entropy; D004828:Epilepsies, Partial / Q000503:physiopathology*; D005260:Female; D017709:Fractals; D006801:Humans; D008297:Male; D012640:Seizures / Q000503:physiopathology*; D012815:Signal Processing, Computer-Assisted