Glagan / 42-total-perspective-vortex

The total perspective vortex project at 42

Total Perspective Vortex

Experiments

# Task: 1: left of right fist, 2: imagine left or right fist, 3: both fists or feets, 4: imagine both fists or feets
# T0 - Always rest
#    - 1, 3 real 2, 4 imagine
# T1 - 3, 7, 11 - Left fist
#    - 4, 8, 12 - Imagine left fist
#    - 5, 9, 13 - Both fists
#    - 6, 10, 14 - Imagine both fists
# T2 - 3, 7, 11 - Right fist
#    - 4, 8, 12 - Imagine right fist
#    - 5, 9, 13 - Both feets
#    - 6, 10, 14 - Imagine both feets

Resources

• Dataset
  • https://archive.physionet.org/pn4/eegmmidb/
• MNE
  • https://mne.tools/stable/auto_examples/decoding/decoding_csp_eeg.html#sphx-glr-auto-examples-decoding-decoding-csp-eeg-py
• CSP
  • https://en.wikipedia.org/wiki/Common_spatial_pattern
  • https://mne.tools/stable/generated/mne.decoding.CSP.html#footcite-blankertzetal2008
  • doi:10.1109/msp.2008.4408441
• PCA
  • https://en.wikipedia.org/wiki/Principal_component_analysis
  • https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.PCA.html
  • https://towardsdatascience.com/a-step-by-step-implementation-of-principal-component-analysis-5520cc6cd598
  • https://www.askpython.com/python/examples/principal-component-analysis
• LDA
  • https://en.wikipedia.org/wiki/Linear_discriminant_analysis
• Papers
  • doi:10.1016/s1388-2457(01)00661-7
  • https://arxiv.org/pdf/1312.2877.pdf