Nested conformal prediction and quantile out-of-bag ensemble methods

23 October 2019

Papers citing "Nested conformal prediction and quantile out-of-bag ensemble methods"

26 / 76 papers shown

Title
Conformal Frequency Estimation with Sketched Data Matteo Sesia Stefano Favaro 22 5 0 08 Apr 2022
Conformal Prediction Sets with Limited False Positives Adam Fisch Tal Schuster Tommi Jaakkola Regina Barzilay 26 23 0 15 Feb 2022
Predictive Inference with Weak Supervision Maxime Cauchois Suyash Gupta Alnur Ali John C. Duchi 33 10 0 20 Jan 2022
Selective Ensembles for Consistent Predictions Emily Black Klas Leino Matt Fredrikson 20 21 0 16 Nov 2021
Calibrated Multiple-Output Quantile Regression with Representation Learning Shai Feldman Stephen Bates Yaniv Romano 56 33 0 02 Oct 2021
A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification Anastasios Nikolas Angelopoulos Stephen Bates OOD 49 592 0 15 Jul 2021
MD-split+: Practical Local Conformal Inference in High Dimensions Benjamin LeRoy David Zhao 14 7 0 07 Jul 2021
PAC Prediction Sets Under Covariate Shift Sangdon Park Yan Sun Insup Lee Osbert Bastani 37 43 0 17 Jun 2021
Localized Conformal Prediction: A Generalized Inference Framework for Conformal Prediction Leying Guan 85 74 0 15 Jun 2021
Improving Conditional Coverage via Orthogonal Quantile Regression Shai Feldman Stephen Bates Yaniv Romano 25 42 0 01 Jun 2021
Conformal Prediction using Conditional Histograms Matteo Sesia Yaniv Romano 61 67 0 18 May 2021
Testing for Outliers with Conformal p-values Stephen Bates Emmanuel Candès Lihua Lei Yaniv Romano Matteo Sesia 34 137 0 16 Apr 2021
Conformalized Survival Analysis Emmanuel J. Candès Lihua Lei Zhimei Ren 26 80 0 17 Mar 2021
Distribution-free uncertainty quantification for classification under label shift Aleksandr Podkopaev Aaditya Ramdas UQCV 22 86 0 04 Mar 2021
Learning Prediction Intervals for Regression: Generalization and Calibration Haoxian Chen Ziyi Huang Henry Lam Huajie Qian Haofeng Zhang UQCV 24 20 0 26 Feb 2021
Exact Optimization of Conformal Predictors via Incremental and Decremental Learning Giovanni Cherubin K. Chatzikokolakis Martin Jaggi 45 14 0 05 Feb 2021
Distribution-Free, Risk-Controlling Prediction Sets Stephen Bates Anastasios Nikolas Angelopoulos Lihua Lei Jitendra Malik Michael I. Jordan OOD 195 187 0 07 Jan 2021
$σ$ -Ridge: group regularized ridge regression via empirical Bayes noise level cross-validation Nikolaos Ignatiadis Panagiotis Lolas 17 4 0 29 Oct 2020
Conformal prediction for time series Chen Xu Yao Xie AI4TS 52 32 0 18 Oct 2020
Uncertainty Sets for Image Classifiers using Conformal Prediction Anastasios Nikolas Angelopoulos Stephen Bates Jitendra Malik Michael I. Jordan UQCV 42 321 0 29 Sep 2020
Improving Fairness in Criminal Justice Algorithmic Risk Assessments Using Conformal Prediction Sets R. Berk Arun K. Kuchibhotla 13 5 0 26 Aug 2020
Distribution-free binary classification: prediction sets, confidence intervals and calibration Chirag Gupta Aleksandr Podkopaev Aaditya Ramdas UQCV 33 79 0 18 Jun 2020
Exchangeability, Conformal Prediction, and Rank Tests Arun K. Kuchibhotla 39 48 0 13 May 2020
Distribution-Free Prediction Sets for Two-Layer Hierarchical Models Robin Dunn Larry A. Wasserman Aaditya Ramdas 11 31 0 20 Sep 2018
Combining p-values via averaging V. Vovk Ruodu Wang FedML 70 206 0 20 Dec 2012
Cross-conformal predictors V. Vovk 141 198 0 03 Aug 2012