Advancing post-traumatic seizure classification and biomarker identification: Information decomposition based multimodal fusion and explainable machine learning with missing neuroimaging data

Md Navid Akbar, Sebastian F. Ruf, Ashutosh Singh, Razieh Faghihpirayesh, Rachael Garner, Alexis Bennett, Celina Alba, Marianna La Rocca, Tales Imbiriba, Deniz Erdogmus, Dominique Duncan

Abstract: Highlights•Pioneering traumatic seizure classification with multimodal neuroimaging data (dMRI, EEG, and fMRI).•Bayesian estimator for direct classification, handling missing modality in data.•Novel fusion algorithms for integrating multivariate information.•Modality-specific potential biomarkers using statistics and explainable machine learning.