Benchmarking Uncertainty Quantification on Biosignal Classification Tasks under Dataset Shift

16 December 2021

Papers citing "Benchmarking Uncertainty Quantification on Biosignal Classification Tasks under Dataset Shift"

7 / 7 papers shown

Title
Prediction Accuracy & Reliability: Classification and Object Localization under Distribution Shift Fabian Diet Moussa Kassem Sbeyti Michelle Karg 41 0 0 05 Sep 2024
Informative Priors Improve the Reliability of Multimodal Clinical Data Classification L. J. L. Lopez Tim G. J. Rudner Karan Singhal 37 3 0 17 Nov 2023
Uncertainty Quantification in Machine Learning for Biosignal Applications -- A Review Ivo Pascal de Jong A. Sburlea Matias Valdenegro-Toro 24 1 0 15 Nov 2023
ECG-Based Electrolyte Prediction: Evaluating Regression and Probabilistic Methods Philipp Bachmann Daniel Gedon Fredrik K. Gustafsson Antônio H. Ribeiro E. Lampa S. Gustafsson Johan Sundström Thomas B. Schon 23 1 0 21 Dec 2022
Uncertainty aware and explainable diagnosis of retinal disease Amitojdeep Singh S. Sengupta M. Rasheed Varadharajan Jayakumar Vasudevan Lakshminarayanan BDL 27 21 0 26 Jan 2021
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 276 5,660 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 285 9,136 0 06 Jun 2015