Accurate Uncertainty Estimation and Decomposition in Ensemble Learning

Accurate Uncertainty Estimation and Decomposition in Ensemble Learning

11 November 2019

M. Kioumourtzoglou

Papers citing "Accurate Uncertainty Estimation and Decomposition in Ensemble Learning"

13 / 13 papers shown

Title
Ensemble RL through Classifier Models: Enhancing Risk-Return Trade-offs in Trading Strategies Zheli Xiong 47 0 0 23 Feb 2025
On the Calibration of Uncertainty Estimation in LiDAR-based Semantic Segmentation M. Dreissig Florian Piewak Joschka Boedecker UQCV 13 6 0 04 Aug 2023
Sampling-based Uncertainty Estimation for an Instance Segmentation Network Florian Heidecker A. El-khateeb Bernhard Sick UQCV 19 1 0 24 May 2023
Estimating Regression Predictive Distributions with Sample Networks Ali Harakeh Jordan S. K. Hu Naiqing Guan Steven L. Waslander Liam Paull BDL UQCV 22 4 0 24 Nov 2022
Introduction and Exemplars of Uncertainty Decomposition Shuo Chen UD UQCV PER 30 0 0 17 Nov 2022
End-to-End Label Uncertainty Modeling in Speech Emotion Recognition using Bayesian Neural Networks and Label Distribution Learning N. Prabhu N. Lehmann-Willenbrock Timo Gerkmann UQCV 15 6 0 30 Sep 2022
Generalization-Memorization Machines Zhen Wang Y. Shao 19 6 0 08 Jul 2022
Modeling Mask Uncertainty in Hyperspectral Image Reconstruction Jiamian Wang Yulun Zhang X. Yuan Ziyi Meng Zhiqiang Tao 11 9 0 31 Dec 2021
Benchmarking Uncertainty Quantification on Biosignal Classification Tasks under Dataset Shift Tong Xia Jing Han Cecilia Mascolo OOD 21 10 0 16 Dec 2021
Probabilistic Time Series Forecasts with Autoregressive Transformation Models David Rügamer Philipp F. M. Baumann Thomas Kneib Torsten Hothorn AI4TS 48 12 0 15 Oct 2021
Beyond Point Estimate: Inferring Ensemble Prediction Variation from Neuron Activation Strength in Recommender Systems Zhe Chen Yuyan Wang Dong Lin D. Cheng Lichan Hong Ed H. Chi Claire Cui 28 16 0 17 Aug 2020
A Simple Probabilistic Method for Deep Classification under Input-Dependent Label Noise Mark Collier Basil Mustafa Efi Kokiopoulou Rodolphe Jenatton Jesse Berent UQCV NoLa 33 0 0 15 Mar 2020
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 276 5,661 0 05 Dec 2016