Monitoring Model Deterioration with Explainable Uncertainty Estimation via Non-parametric Bootstrap

27 January 2022

Papers citing "Monitoring Model Deterioration with Explainable Uncertainty Estimation via Non-parametric Bootstrap"

11 / 11 papers shown

Title
datadriftR: An R Package for Concept Drift Detection in Predictive Models Ugur Dar Mustafa Cavus 92 0 0 15 Dec 2024
Identifying Drivers of Predictive Aleatoric Uncertainty Pascal Iversen Simon Witzke Katharina Baum Bernhard Y. Renard UD 56 1 0 12 Dec 2023
Model Agnostic Explainable Selective Regression via Uncertainty Estimation Andrea Pugnana Carlos Mougan Dan Saattrup Nielsen 49 0 0 15 Nov 2023
The Thousand Faces of Explainable AI Along the Machine Learning Life Cycle: Industrial Reality and Current State of Research Thomas Decker Ralf Gross Alexander Koebler Michael Lebacher Ronald Schnitzer Stefan H. Weber 36 2 0 11 Oct 2023
Explanation Shift: How Did the Distribution Shift Impact the Model? Carlos Mougan Klaus Broelemann David Masip Gjergji Kasneci Thanassis Thiropanis Steffen Staab FAtt 22 1 0 14 Mar 2023
Beyond Demographic Parity: Redefining Equal Treatment Carlos Mougan Laura State Antonio Ferrara Salvatore Ruggieri Steffen Staab FaML 33 1 0 14 Mar 2023
Explanation Shift: Detecting distribution shifts on tabular data via the explanation space Carlos Mougan Klaus Broelemann Gjergji Kasneci T. Tiropanis Steffen Staab FAtt 27 7 0 22 Oct 2022
Introducing explainable supervised machine learning into interactive feedback loops for statistical production system Carlos Mougan G. Kanellos Johannes Micheler Jose Martinez Thomas Gottron 19 1 0 07 Feb 2022
Desiderata for Explainable AI in statistical production systems of the European Central Bank Carlos Navarro Georgios Kanellos Thomas Gottron 12 9 0 18 Jul 2021
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 276 5,661 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 285 9,138 0 06 Jun 2015