nm000112
FACED - Finer-grained Affective Computing EEG Dataset
EEG
- Participants
- 123
- Channels
- 32 (10-10)
- Citations
- 97
- Size
- 31.4 GB
- Version
- v1.1.3
- Updated
- Jul 10, 2026
Discover datasets
100 results for "independent component analysis" · page 2 of 10 · ranked by relevance
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- on004504
A dataset of EEG recordings from: Alzheimer's disease, Frontotemporal dementia and Healthy subjects
EEG…Next, the Independent Component Analysis (ICA) method (RunICA algorithm) was performed, transforming…
- Participants
- 88
- Channels
- 19 (10-20)
- Citations
- 232
- Size
- 5.38 GB
- Version
- v1.0.0
- Updated
- Jul 10, 2026
- nm000195
Mixture of LLP and EM for a visual matrix speller (ERP) dataset from
EEGThis dataset comprises EEG recordings from a P300 visual matrix speller study comparing three unsupervised learning methods (Expectation-Maximization, Learning from Label Proportions, and their combination MIX) for brain-computer interface decoding. Twelve healthy participants performed a copy-spelling task using a modified 6×6 character grid extended with 10 # symbols as visual blanks (46 total symbols), recorded at 1000 Hz from 31 EEG channels. The study demonstrates that unsupervised learning methods can achieve performance comparable to supervised approaches without requiring calibration data.
- Participants
- 12
- Channels
- 31 (10-10)
- Citations
- 26
- HED
- v8.4.0
- Size
- 4.81 GB
- Version
- v1.0.2
- Updated
- Aug 18, 2026
- nm000132
ERP CORE
EEG…Raw EEG data for 6 task paradigms (yielding 7 ERP components) from…
- Participants
- 40
- Channels
- 30 (10-10)
- Citations
- 92
- HED
- v8.4.0
- Size
- 17.5 GB
- Version
- v1.1.1
- Updated
- Jul 10, 2026
- on004120
BCIT Baseline Driving
EEG…Baseline driving data sets were designed to be the second component of…
- Participants
- 109
- Channels
- 64 (10-10)
- Citations
- 30
- HED
- v8.0.0
- Size
- 302 GB
- Version
- v1.0.0
- Updated
- Aug 19, 2026
- on006036
A complementary dataset of open-eyes EEG recordings in a photo-stimulation setting from: Alzheimer's disease, Frontotemporal dementia and Healthy subjects
EEG…Next, the Independent Component Analysis (ICA) method (RunICA algorithm) was performed, transforming…
- Participants
- 88
- Channels
- 19 (10-20)
- Citations
- 37
- Size
- 2.11 GB
- Version
- v1.0.0
- Updated
- Aug 19, 2026
- on007753
BCCWJ-EEG
EEG…Independent component analysis (ICA) was then applied, and components reflecting ocular artifacts…
- Participants
- 41
- Channels
- 64 (10-10)
- Citations
- 1
- Size
- 89.1 GB
- Version
- v1.0.0
- Updated
- Aug 18, 2026
- on007763
BCCWJ-MEG
ANAT MEG…Independent component analysis (ICA) was then applied, and components reflecting ocular artifacts…
- Participants
- 35
- Citations
- 74
- Size
- 166 GB
- Version
- v1.0.0
- Updated
- Aug 18, 2026
- nm000198
BNCI 2015-008 Center Speller P300 dataset
EEG…For offline ERP analysis: downsampled to 250 Hz, lowpass filtered below 49…
- Participants
- 13
- Channels
- 63 (10-05)
- Citations
- 81
- HED
- v8.4.0
- Size
- 9.27 GB
- Version
- v1.0.2
- Updated
- Aug 18, 2026
- on003805
Multisensory Gamma Entrainment
EEG…brain source activity using independent component analysis (ICA); dipole fitting; rejecting bad…
- Participants
- 1
- Channels
- 19 (10-20)
- Size
- 17.0 MB
- Version
- v1.0.0
- Updated
- Jul 10, 2026