Advanced examples#

These examples show various advanced topics:

  • using scikit-learn pipeline with MNE inputs

  • selecting electrodes or resampling signal

  • using filterbank approach in motor imagery

  • apply statistics for meta-analysis

  • using a gridsearch in within-subject decoding

Dataset bubble plot

Dataset bubble plot

Examples of analysis of a Dreyer2023 A dataset.

Examples of analysis of a Dreyer2023 A dataset.

FilterBank CSP versus CSP

FilterBank CSP versus CSP

GridSearch within a session

GridSearch within a session

Hinss2021 classification example

Hinss2021 classification example

MNE Epochs-based pipelines

MNE Epochs-based pipelines

Pipelines using the mne-features library

Pipelines using the mne-features library

Spectral analysis of the trials

Spectral analysis of the trials

Playing with the pre-processing steps

Playing with the pre-processing steps

Select Electrodes and Resampling

Select Electrodes and Resampling

Statistical Analysis

Statistical Analysis

Tutorial 6: Using X y data (epoched data) instead of continuous signal

Tutorial 6: Using X y data (epoched data) instead of continuous signal