Examples gallery

Below is a list of example scripts showing basic usage for most methods in MEEGkit.

The examples are intentionally mixed between two roles:

1. synthetic sanity checks, where the ground truth is known and the method can

   be judged directly,

2. workflow-style demonstrations, where the goal is to show how to interpret

   outputs on more realistic data.

Suggested starting points:

1. example_asr for artifact-subspace reconstruction.

2. example_dss for a compact repeated-signal example.

3. example_dss_line for line-noise removal.

4. example_trca for block-wise classification performance.

Examples such as example_trca and the notebook-executed gallery pages may take longer to run than the smaller synthetic demos.

The examples can be browsed directly on Github.

Ringing artifact reduction example

Ringing artifact reduction example

Endpoint-corrected Hilbert transform (ECHT) phase estimation

Endpoint-corrected Hilbert transform (ECHT) phase estimation

Sparse time artifact removal on simulated data

Sparse time artifact removal on simulated data

ASR calibration sensitivity

ASR calibration sensitivity

Robust detrending examples

Robust detrending examples

Multiway canonical correlation analysis (mCCA)

Multiway canonical correlation analysis (mCCA)

Remove line noise with ZapLine

Remove line noise with ZapLine

mCCA example: Sinusoidal target in separable noise

mCCA example: Sinusoidal target in separable noise

Example demonstrating STAR + DSS

Example demonstrating STAR + DSS

ASR example

ASR example

Rhythmic Entrainment Source Separation (RESS) example

Rhythmic Entrainment Source Separation (RESS) example

DSS example

DSS example

Causal phase estimation example

Causal phase estimation example

Task-related component analysis for SSVEP detection

Task-related component analysis for SSVEP detection