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122 |                                                                               Assim & Mahmood

                                                                            TABLE V.
                                                          DESCRIPTION FOR POPULAR DATASETS

      Fig. 3. DNN models percentage used in paper.  Ref   Description               Website
                                                    [56]  Bonn University:
                TABLE IV.                                 contains five             www.upf.edu/web
       POPULAR EEG DATASETS                         [55]  classes and 11500         /ntsa/downloads/
                                                    [40]  EEG samples,
Ref Dataset Participant          Channels                 and at 173.61 Hz, it is   physionet.org
                                     29                   sampled and recorded.     /content/chbmit
[49]  Siena Scalp           14       21                   A, B, C, D, and E         /1.0.0/
      EEG Database                                        represent the five
                                     21                   categories that           www.response
      Neurologists at                19                   make up the dataset.      studie.nl/
                                     19                   Using the common
      Nilratan Sircar                57                   10-20 electrode
                                   23-26                  placement approach,
[50] Medical College        150     100                   each category
                                                          has 100 recorded
      and Hospital                                        EEG data.
                                                          Each EEG signal is
      (NRSMCH)                                            4097 bytes long.
                                                          CHB–MIT
      Seoul National                                      contains 24 people
                                                          with epileptic seizures,
[51]  University            25                            ranging in age from
      Hospital (SNUH)                                     3 to 22.
                                                          A total of 23 channels
      Scalp EEG database                                  are used to monitor
                                                          each patient
      Ramaiah Medical                                     for 46 hours.
                                                          18 women and 5 men.
[52] College and            115                           256 Hz is the sample
                                                          rate employed.
      Hospital (RMCH)                                     REPO2MSE cohort:
                                                          Consists of 568
      NICU of Helsinki                                    epileptic patients
                                                          multichannel scalp
[53] University Hospital    79                            EEG recordings
                                                          with annotations
      , Finland                                           about the start of
                                                          seizures provided
      Neurology                                           by a knowledgeable
                                                          epileptologist.
[54] and sleep center       10                            EEG data were
                                                          captured at
      New Delhi EEG                                       256 Hz, 512 Hz,
                                                          or 1024 Hz.
      Children’s

[55]  Hospital              22
      Boston–MIT

      database

[56]  Bonn EEG              5
      time-series database
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