Uncertainty-Aware Deep Ensembles for Reliable and Explainable
Predictions of Clinical Time Series

Uncertainty-Aware Deep Ensembles for Reliable and Explainable Predictions of Clinical Time Series

16 October 2020

Kristoffer Wickstrøm

Karl Øyvind Mikalsen

Michael C. Kampffmeyer

Papers citing "Uncertainty-Aware Deep Ensembles for Reliable and Explainable Predictions of Clinical Time Series"

13 / 13 papers shown

Title
The challenge of uncertainty quantification of large language models in medicine Zahra Atf Seyed Amir Ahmad Safavi-Naini Peter Lewis Aref Mahjoubfar Nariman Naderi Thomas Savage Ali Soroush 21 0 0 07 Apr 2025
Easydiagnos: a framework for accurate feature selection for automatic diagnosis in smart healthcare Prasenjit Maji Amit Kumar Mondal Hemanta Kumar Mondal Saraju P. Mohanty 26 1 0 01 Oct 2024
A Reliable Framework for Human-in-the-Loop Anomaly Detection in Time Series Ziquan Deng Xiwei Xuan Kwan-Liu Ma Zhaodan Kong AI4TS 21 0 0 06 May 2024
Deep Ensembles Meets Quantile Regression: Uncertainty-aware Imputation for Time Series Ying Liu Peng Cui Wenbo Hu Richang Hong DiffM BDL AI4TS 20 1 0 03 Dec 2023
Uncertainty Quantification for Local Model Explanations Without Model Access Surin Ahn J. Grana Yafet Tamene Kristian Holsheimer FAtt 21 0 0 13 Jan 2023
Explainable, Domain-Adaptive, and Federated Artificial Intelligence in Medicine A. Chaddad Qizong Lu Jiali Li Y. Katib R. Kateb C. Tanougast Ahmed Bouridane Ahmed Abdulkadir OOD 24 38 0 17 Nov 2022
Explainable AI for clinical and remote health applications: a survey on tabular and time series data Flavio Di Martino Franca Delmastro AI4TS 28 91 0 14 Sep 2022
A clinically motivated self-supervised approach for content-based image retrieval of CT liver images Kristoffer Wickstrøm Eirik Agnalt Ostmo Keyur Radiya Karl Øyvind Mikalsen Michael C. Kampffmeyer Robert Jenssen SSL 23 13 0 11 Jul 2022
CATNet: Cross-event Attention-based Time-aware Network for Medical Event Prediction Sicen Liu Xiaolong Wang Yang Xiang Huiqin Xu Hui Wang Buzhou Tang AI4TS 12 10 0 29 Apr 2022
RELAX: Representation Learning Explainability Kristoffer Wickstrøm Daniel J. Trosten Sigurd Løkse Ahcène Boubekki Karl Øyvind Mikalsen Michael C. Kampffmeyer Robert Jenssen FAtt 6 14 0 19 Dec 2021
Uncertainty Quantification of Surrogate Explanations: an Ordinal Consensus Approach Jonas Schulz Rafael Poyiadzi Raúl Santos-Rodríguez 26 7 0 17 Nov 2021
InceptionTime: Finding AlexNet for Time Series Classification Hassan Ismail Fawaz Benjamin Lucas Germain Forestier Charlotte Pelletier Daniel F. Schmidt J. Weber Geoffrey I. Webb L. Idoumghar Pierre-Alain Muller Franccois Petitjean AI4TS 87 1,072 0 11 Sep 2019
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 276 5,660 0 05 Dec 2016