Domain-guided self-supervision of eeg data improves downstream classification performance and generalizability

N Wagh, J Wei, S Rawal, B Berry… - … Learning for Health, 2021 - proceedings.mlr.press
This paper presents a domain-guided approach for learning representations of scalp-
electroencephalograms (EEGs) without relying on expert annotations. Expert labeling of …

Evaluating latent space robustness and uncertainty of EEG-ML models under realistic distribution shifts

N Wagh, J Wei, S Rawal, BM Berry… - Advances in Neural …, 2022 - proceedings.neurips.cc
The recent availability of large datasets in bio-medicine has inspired the development of
representation learning methods for multiple healthcare applications. Despite advances in …