Domain-guided Self-supervision of EEG Data Improves Downstream Classification Performance and Generalizability

Neeraj Wagh, Jionghao Wei, Samarth Rawal, Brent M. Berry, Leland Barnard, Benjamin H. Brinkmann, Gregory A. Worrell, David T. Jones, Yogatheesan Varatharajah. Domain-guided Self-supervision of EEG Data Improves Downstream Classification Performance and Generalizability. In Subhrajit Roy, Stephen Pfohl, Emma Rocheteau, Girmaw Abebe Tadesse, Luis Oala, Fabian Falck, Yuyin Zhou, Liyue Shen, Ghada Zamzmi, Purity Mugambi, Ayah Zirikly, Matthew B. A. McDermott, Emily Alsentzer, editors, Machine Learning for Health, ML4H@NeurIPS 2021, 04 December 2021, Virtual Event. Volume 158 of Proceedings of Machine Learning Research, pages 130-142, PMLR, 2021. [doi]

Abstract

Abstract is missing.