Aleatoric and Epistemic Uncertainty with Random Forests

Aleatoric and Epistemic Uncertainty with Random Forests

3 January 2020

Eyke Hüllermeier

Papers citing "Aleatoric and Epistemic Uncertainty with Random Forests"

15 / 15 papers shown

Title
Exploring the Impact of Explainable AI and Cognitive Capabilities on Users' Decisions Federico Maria Cau Lucio Davide Spano 31 0 0 02 May 2025
Reducing Aleatoric and Epistemic Uncertainty through Multi-modal Data Acquisition Arthur Hoarau Benjamin Quost Sébastien Destercke Willem Waegeman UQCV UD PER 82 0 0 30 Jan 2025
Uncertainty quantification for probabilistic machine learning in earth observation using conformal prediction Geethen Singh Glenn Moncrieff Zander Venter Kerry Cawse-Nicholson Jasper Slingsby Tamara B. Robinson 36 14 0 12 Jan 2024
Online Learning Models for Vehicle Usage Prediction During COVID-19 Tobias Lindroth Axel Svensson Niklas Åkerblom Mitra Pourabdollah M. Chehreghani 17 0 0 28 Oct 2022
Uncertainty in Extreme Multi-label Classification Jyun-Yu Jiang Wei-Cheng Chang Jiong Zhong Cho-Jui Hsieh Hsiang-Fu Yu UQCV 21 0 0 18 Oct 2022
Combining Predictions under Uncertainty: The Case of Random Decision Trees Florian Busch Moritz Kulessa E. Mencía Hendrik Blockeel UD UQCV 25 1 0 15 Aug 2022
Uncertainty-Aware Mixed-Variable Machine Learning for Materials Design Hengrui Zhang WeiWayneChen Akshay Iyer D. Apley Wei Chen AI4CE 41 11 0 11 Jul 2022
Pitfalls of Epistemic Uncertainty Quantification through Loss Minimisation Viktor Bengs Eyke Hüllermeier Willem Waegeman EDL UQCV UD 31 36 0 11 Mar 2022
GOSH: Task Scheduling Using Deep Surrogate Models in Fog Computing Environments Shreshth Tuli G. Casale N. Jennings 32 21 0 16 Dec 2021
Detecting and Mitigating Test-time Failure Risks via Model-agnostic Uncertainty Learning Preethi Lahoti Krishna P. Gummadi Gerhard Weikum 34 3 0 09 Sep 2021
Active learning for imbalanced data under cold start R. Barata Miguel Leite R. Pacheco Marco O. P. Sampaio João Tiago Ascensão P. Bizarro AI4CE 27 8 0 16 Jul 2021
DEUP: Direct Epistemic Uncertainty Prediction Salem Lahlou Moksh Jain Hadi Nekoei V. Butoi Paul Bertin Jarrid Rector-Brooks Maksym Korablyov Yoshua Bengio PER UQLM UQCV UD 212 81 0 16 Feb 2021
Aleatoric and Epistemic Uncertainty in Machine Learning: An Introduction to Concepts and Methods Eyke Hüllermeier Willem Waegeman PER UD 87 1,359 0 21 Oct 2019
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 278 5,695 0 05 Dec 2016
Bayesian Convolutional Neural Networks with Bernoulli Approximate Variational Inference Y. Gal Zoubin Ghahramani UQCV BDL 213 745 0 06 Jun 2015