gavinmischler / schizophrenia-eeg

Exploratory project analyzing EEG data from Schizophrenia patients using Multiview ICA

schizophrenia-eeg

Exploratory project analyzing EEG data from Schizophrenia patients with Multiview ICA.

Summary

This project consists of notebooks to perform exploratory analysis on the Schizophrenia dataset described in (1) and available from Kaggle.

The experiments here use Multiview ICA (2) in the mvlearn (3) package.

References

1. Ford, Judith M., et al. "Did I do that? Abnormal predictive processes in schizophrenia when button pressing to deliver a tone." Schizophrenia bulletin 40.4 (2014): 804-812.

2. Richard, H., Gresele, L., Hyvärinen, A., Thirion, B., Gramfort, A., & Ablin, P. (2020). Modeling Shared Responses in Neuroimaging Studies through MultiView ICA. arXiv preprint arXiv:2006.06635.

3. Perry, R., Mischler, G., Guo, R., Lee, T., Chang, A., Koul, A., ... & Vogelstein, J. T. (2020). mvlearn: Multiview Machine Learning in Python. arXiv preprint arXiv:2005.11890.