Web: http://arxiv.org/abs/2112.09196

Jan. 26, 2022, 2:11 a.m. | Tong Xia, Jing Han, Cecilia Mascolo

cs.LG updates on arXiv.org arxiv.org

A biosignal is a signal that can be continuously measured from human bodies,
such as respiratory sounds, heart activity (ECG), brain waves (EEG), etc, based
on which, machine learning models have been developed with very promising
performance for automatic disease detection and health status monitoring.
However, dataset shift, i.e., data distribution of inference varies from the
distribution of the training, is not uncommon for real biosignal-based
applications. To improve the robustness, probabilistic models with uncertainty
quantification are adapted to capture …

arxiv benchmarking classification dataset uncertainty

More from arxiv.org / cs.LG updates on arXiv.org

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