Quantifying Point-Prediction Uncertainty in Neural Networks via Residual
Estimation with an I/O Kernel

Quantifying Point-Prediction Uncertainty in Neural Networks via Residual Estimation with an I/O Kernel

3 June 2019

Elliot Meyerson

Risto Miikkulainen

Papers citing "Quantifying Point-Prediction Uncertainty in Neural Networks via Residual Estimation with an I/O Kernel"

9 / 9 papers shown

Title
Uncertainty Quantification Metrics for Deep Regression Simon Kristoffersson Lind Ziliang Xiong Per-Erik Forssén Volker Kruger UQCV 34 3 0 07 May 2024
Scheduling Planting Time Through Developing an Optimization Model and Analysis of Time Series Growing Degree Units Javad Ansarifar Faezeh Akhavizadegan Lizhi Wang 14 1 0 02 Jul 2022
Image-to-Image Regression with Distribution-Free Uncertainty Quantification and Applications in Imaging Anastasios Nikolas Angelopoulos Amit Kohli Stephen Bates Michael I. Jordan Jitendra Malik T. Alshaabi S. Upadhyayula Yaniv Romano UQCV OOD 14 94 0 10 Feb 2022
Quantifying Uncertainty in Deep Spatiotemporal Forecasting Dongxian Wu Liyao (Mars) Gao X. Xiong Matteo Chinazzi Alessandro Vespignani Yi Ma Rose Yu AI4TS 13 68 0 25 May 2021
DeepGLEAM: A hybrid mechanistic and deep learning model for COVID-19 forecasting Dongxian Wu Liyao (Mars) Gao X. Xiong Matteo Chinazzi Alessandro Vespignani Yi Ma Rose Yu FedML 30 27 0 12 Feb 2021
Why have a Unified Predictive Uncertainty? Disentangling it using Deep Split Ensembles U. Sarawgi W. Zulfikar Rishab Khincha Pattie Maes PER UQCV BDL UD 21 7 0 25 Sep 2020
Effective Reinforcement Learning through Evolutionary Surrogate-Assisted Prescription Olivier Francon Santiago Gonzalez B. Hodjat Elliot Meyerson Risto Miikkulainen Xin Qiu H. Shahrzad 26 16 0 13 Feb 2020
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 276 5,683 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 287 9,156 0 06 Jun 2015