Instance-Based Uncertainty Estimation for Gradient-Boosted Regression
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Instance-Based Uncertainty Estimation for Gradient-Boosted Regression Trees

23 May 2022

Jonathan Brophy

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Papers citing "Instance-Based Uncertainty Estimation for Gradient-Boosted Regression Trees"

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Title
Uncertainty Toolbox: an Open-Source Library for Assessing, Visualizing, and Improving Uncertainty Quantification Youngseog Chung I. Char Han Guo J. Schneider Willie Neiswanger 72 71 0 21 Sep 2021
A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification Anastasios Nikolas Angelopoulos Stephen Bates OOD 204 622 0 15 Jul 2021
TREX: Tree-Ensemble Representer-Point Explanations Jonathan Brophy Daniel Lowd TDI 50 7 0 11 Sep 2020
Uncertainty in Gradient Boosting via Ensembles Aleksei Ustimenko Liudmila Prokhorenkova A. Malinin UQCV 71 95 0 18 Jun 2020
SGLB: Stochastic Gradient Langevin Boosting Aleksei Ustimenko Liudmila Prokhorenkova 59 19 0 20 Jan 2020
Temporal Fusion Transformers for Interpretable Multi-horizon Time Series Forecasting Bryan Lim Sercan O. Arik Nicolas Loeff Tomas Pfister AI4TS 118 1,463 0 19 Dec 2019
Aleatoric and Epistemic Uncertainty in Machine Learning: An Introduction to Concepts and Methods Eyke Hüllermeier Willem Waegeman PER UD 244 1,415 0 21 Oct 2019
NGBoost: Natural Gradient Boosting for Probabilistic Prediction Tony Duan Anand Avati D. Ding Khanh K. Thai S. Basu A. Ng Alejandro Schuler BDL 34 302 0 08 Oct 2019
A Survey on Explainable Artificial Intelligence (XAI): Towards Medical XAI Erico Tjoa Cuntai Guan XAI 106 1,447 0 17 Jul 2019
Enhancing the Locality and Breaking the Memory Bottleneck of Transformer on Time Series Forecasting Shiyang Li Xiaoyong Jin Yao Xuan Xiyou Zhou Wenhu Chen Yu Wang Xifeng Yan AI4TS 107 1,420 0 29 Jun 2019
Deep Factors for Forecasting Bernie Wang Alex Smola Danielle C. Maddix Jan Gasthaus Dean Phillips Foster Tim Januschowski BDL 77 174 0 28 May 2019
DeepAR: Probabilistic Forecasting with Autoregressive Recurrent Networks David Salinas Valentin Flunkert Jan Gasthaus AI4TS UQCV BDL 81 2,112 0 13 Apr 2017
The Random Forest Kernel and other kernels for big data from random partitions Alex O. Davies Zoubin Ghahramani 156 66 0 18 Feb 2014
A tutorial on conformal prediction Glenn Shafer V. Vovk 452 1,144 0 21 Jun 2007