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EEG-Literature

Prediction

Classification

Datasets

  • CHB-MIT
    • 22 humans: 5 males 3-22, 17 females 1.5-19
    • start and end of seizure is annotated
  • UCI
    • 500 humans
    • 23.5 seconds each
    • states labelled as:
      1. Recording of seizure activity
      2. They recorder the EEG from the area where the tumor was located
      3. Yes they identify where the region of the tumor was in the brain and recording the EEG activity from the healthy brain area
      4. eyes closed, means when they were recording the EEG signal the patient had their eyes closed
      5. eyes open, means when they were recording the EEG signal of the brain the patient had their eyes open
  • Bonn
    • 5 humans
    • A-E sets of 100 single channel EEGs, only set E contains seizures
    • Some preprocessing/filtering of data
  • TUH EEG
    • 316 humans
  • IEEG.org
    • Intracranial EEG
    • Collection of many data sets
    • Mostly animals (?)
    • Don't know which ones are annotated

More Papers

General notes

Performance evaluation methods

  • number of correctly predicted testing data / number of total testing data
  • Friedman test + Holm's post hoc test

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Notes on methods using EEG for seizure prediction

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