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"

10 / 10 papers shown

Title
Integral Imprecise Probability Metrics Siu Lun Chau Michele Caprio Krikamol Muandet 61 0 0 22 May 2025
Epistemic Uncertainty Sampling Vu-Linh Nguyen Sebastien Destercke Eyke Hüllermeier PER UD 38 49 0 31 Aug 2019
DropConnect Is Effective in Modeling Uncertainty of Bayesian Deep Networks Aryan Mobiny H. Nguyen S. Moulik Naveen Garg Carol C. Wu UQCV BDL 40 155 0 07 Jun 2019
Interpretable Adversarial Perturbation in Input Embedding Space for Text Motoki Sato Jun Suzuki Hiroyuki Shindo Yuji Matsumoto 42 189 0 08 May 2018
Deep k-Nearest Neighbors: Towards Confident, Interpretable and Robust Deep Learning Nicolas Papernot Patrick McDaniel OOD AAML 103 505 0 13 Mar 2018
What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision? Alex Kendall Y. Gal BDL OOD UD UQCV PER 292 4,667 0 15 Mar 2017
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 521 5,748 0 05 Dec 2016
On the Safety of Machine Learning: Cyber-Physical Systems, Decision Sciences, and Data Products Kush R. Varshney H. Alemzadeh 54 223 0 05 Oct 2016
Engineering Safety in Machine Learning Kush R. Varshney 39 114 0 16 Jan 2016
Bayesian Convolutional Neural Networks with Bernoulli Approximate Variational Inference Y. Gal Zoubin Ghahramani UQCV BDL 249 747 0 06 Jun 2015