EEG data illustration: an example of EEG data containing five channels: AF3, F7, F3, AF4, and P7. EEG classification is typically NP-hard or NP-complete, reflecting its computational complexity. This ...

These variations utilize Dist-EEG-Graph, Rand-EEG-Graph, Corr-EEG-Graph, Full-EEG-Graph, DTF-EEG-Graph, and Identity-EEG-Graph as their respective inputs. All methods were evaluated on the same ...

The box plot displays the amplitude distribution for each EEG channel. The X-axis represents the EEG channels (e.g., Fp1, Fp2, F3, etc.), and the Y-axis shows the amplitude range. Each box represents ...

The “NEMO” project is exploring anonymisation techniques, using the example of electroencephalograms (EEG) Patient data enjoy extensive protection in Europe. However, this often means that ...

Graph theory analysis, a mathematical approach, has been applied in brain connectivity studies to explore the organization of network patterns. The computation of graph theory metrics enables the ...

Where: data is a 2-dimensional numpy array with first dimension being channels and second dimension being the samples of the data. The missing channel should be included with np.nan as each sample.