Neuroergonomic 2021 dataset
…Bandpower, Covariance/Riemannian, ICA - **Frequency bands**: alpha=[8.0, 13.0] Hz…
- Participants
- 15
- Citations
- 61
- HED
- v8.4.0
- Size
- 1.22 GB
- Version
- v1.0.0
- Updated
- Jul 10, 2026
53 results for "covariance matrix" · page 3 of 6 · ranked by relevance
…Bandpower, Covariance/Riemannian, ICA - **Frequency bands**: alpha=[8.0, 13.0] Hz…
This dataset investigates brain signal-based emotion recognition through magnetoencephalography (MEG) recordings collected while participants viewed validated emotional video stimuli. It comprises three components: a large-scale online behavioral survey of 500 participants rating 40 video clips, head digitization data for co-registration, and MEG neural recordings from 23 participants viewing the same stimuli. Emotional states were assessed using Self-Assessment Manikin ratings, discrete emotion categories (PrEmo), and temporal highlight annotations, providing multi-faceted ground truth for affective neuroscience research.
…CSP, FBCSP, ERD, ERS, PSD, Covariance/Riemannian, AR, ICA - **Frequency bands**: alpha…
This dataset contains EEG recordings from 16 participants viewing object images presented in eight different 2-D rotations, using rapid visual streams at two presentation rates (5 Hz and 20 Hz). The data support investigation of rotation-tolerant object representations and the time course of high-level visual object processing. EEG data are formatted according to the BIDS standard.
…6x6 matrix speller BCI using modulated Gold codes for visual stimulation; participants…
This dataset comprises EEG recordings from 16 healthy participants performing a code-modulated visual evoked potential (c-VEP) brain-computer interface task using p-ary m-sequences. The study investigates non-binary m-sequence stimulation patterns to enhance user comfort in c-VEP-based BCIs. Data were collected across 5 sessions per subject with 8 runs per session at 256 Hz sampling rate using 16 EEG channels, providing a comprehensive resource for BCI paradigm development and evaluation.
…0.7°), matrix_size=1510 × 1037 pixels (34° × 24°), matrix_layout=5…
…P300 speller with 6x6 matrix for copy-spelling task in ALS patients…
…a specified 6 × 6 transition matrix by taking the Frobenius inner product…
…LDA with shrinkage covariance - **Feature extraction**: spatio-temporal features, voltage averaging in…