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Distribution-Free Predictive Inference For Regression
v1v2 (latest)

Distribution-Free Predictive Inference For Regression

14 April 2016
Jing Lei
M. G'Sell
Alessandro Rinaldo
Robert Tibshirani
Larry A. Wasserman
ArXiv (abs)PDFHTML

Papers citing "Distribution-Free Predictive Inference For Regression"

45 / 45 papers shown
Title
MetaSTNet: Multimodal Meta-learning for Cellular Traffic Conformal Prediction
MetaSTNet: Multimodal Meta-learning for Cellular Traffic Conformal Prediction
Hui Ma
Kai Yang
AI4TS
423
3
0
26 May 2025
A Generic Framework for Conformal Fairness
A Generic Framework for Conformal Fairness
Aditya T. Vadlamani
Anutam Srinivasan
Pranav Maneriker
Ali Payani
Srinivasan Parthasarathy
FaMLFedML
418
1
0
22 May 2025
JaxSGMC: Modular stochastic gradient MCMC in JAX
JaxSGMC: Modular stochastic gradient MCMC in JAX
Stephan Thaler
Paul Fuchs
Ana Cukarska
Julija Zavadlav
BDL
203
2
0
16 May 2025
Leave-One-Out Stable Conformal Prediction
Leave-One-Out Stable Conformal Prediction
Kiljae Lee
Yuan Zhang
204
0
0
16 Apr 2025
FaiREE: Fair Classification with Finite-Sample and Distribution-Free Guarantee
FaiREE: Fair Classification with Finite-Sample and Distribution-Free Guarantee
Puheng Li
James Zou
Linjun Zhang
FaML
506
4
0
13 Mar 2025
Improving the statistical efficiency of cross-conformal prediction
Improving the statistical efficiency of cross-conformal prediction
Matteo Gasparin
Aaditya Ramdas
438
0
0
03 Mar 2025
Joint Registration and Conformal Prediction for Partially Observed Functional Data
Joint Registration and Conformal Prediction for Partially Observed Functional Data
Fangyi Wang
S. Kurtek
Yuan Zhang
212
1
0
24 Feb 2025
Epistemic Uncertainty in Conformal Scores: A Unified Approach
Epistemic Uncertainty in Conformal Scores: A Unified Approach
Luben M. C. Cabezas
Vagner S. Santos
Thiago Rodrigo Ramos
Rafael Izbicki
512
1
0
10 Feb 2025
Conformal Inference of Individual Treatment Effects Using Conditional Density Estimates
Baozhen Wang
Xingye Qiao
187
2
0
28 Jan 2025
Conformalized Answer Set Prediction for Knowledge Graph Embedding
Conformalized Answer Set Prediction for Knowledge Graph Embedding
Yuqicheng Zhu
Nico Potyka
Jiarong Pan
Bo Xiong
Yunjie He
Evgeny Kharlamov
Steffen Staab
202
1
0
28 Jan 2025
Transductive Conformal Inference for Full Ranking
Transductive Conformal Inference for Full Ranking
Jean-Baptiste Fermanian
Pierre Humbert
Gilles Blanchard
358
0
0
20 Jan 2025
Conformal Thresholded Intervals for Efficient Regression
Conformal Thresholded Intervals for Efficient Regression
Rui Luo
Zhixin Zhou
443
7
0
03 Jan 2025
Conformalized Interval Arithmetic with Symmetric Calibration
Conformalized Interval Arithmetic with Symmetric Calibration
Rui Luo
Zhixin Zhou
453
6
0
03 Jan 2025
Implementing Trust in Non-Small Cell Lung Cancer Diagnosis with a Conformalized Uncertainty-Aware AI Framework in Whole-Slide Images
Xiaoge Zhang
Tao Wang
Chao Yan
Fedaa Najdawi
Kai Zhou
Yuan Ma
Yiu-ming Cheung
Bradley Malin
MedIm
455
0
0
03 Jan 2025
Semiparametric conformal prediction
Semiparametric conformal prediction
Ji Won Park
Robert Tibshirani
Kyunghyun Cho
431
5
0
04 Nov 2024
Feature Responsiveness Scores: Model-Agnostic Explanations for Recourse
Feature Responsiveness Scores: Model-Agnostic Explanations for Recourse
Seung Hyun Cheon
Anneke Wernerfelt
Sorelle A. Friedler
Berk Ustun
FaMLFAtt
201
1
0
29 Oct 2024
Toward Conditional Distribution Calibration in Survival Prediction
Toward Conditional Distribution Calibration in Survival Prediction
Shi-ang Qi
Yakun Yu
Russell Greiner
457
0
0
27 Oct 2024
Conformal Prediction: A Data Perspective
Conformal Prediction: A Data Perspective
Xiaofan Zhou
Baiting Chen
Yu Gui
Lu Cheng
986
5
0
09 Oct 2024
Formal Verification and Control with Conformal Prediction
Formal Verification and Control with Conformal Prediction
Lars Lindemann
Yiqi Zhao
Xinyi Yu
George J. Pappas
Jyotirmoy Deshmukh
695
17
0
31 Aug 2024
Adaptive Uncertainty Quantification for Generative AI
Adaptive Uncertainty Quantification for Generative AI
Jungeum Kim
Sean O'Hagan
Veronika Rockova
MedIm
454
4
0
16 Aug 2024
JANET: Joint Adaptive predictioN-region Estimation for Time-series
JANET: Joint Adaptive predictioN-region Estimation for Time-series
Eshant English
Eliot Wong-Toi
Matteo Fontana
Stephan Mandt
Padhraic Smyth
Christoph Lippert
AI4TS
218
2
0
08 Jul 2024
Valid Conformal Prediction for Dynamic GNNs
Valid Conformal Prediction for Dynamic GNNs
Ed Davis
Ian Gallagher
Daniel J. Lawson
Patrick Rubin-Delanchy
AI4CE
213
4
0
29 May 2024
Perceive With Confidence: Statistical Safety Assurances for Navigation with Learning-Based Perception
Perceive With Confidence: Statistical Safety Assurances for Navigation with Learning-Based Perception
Anushri Dixit
Zhiting Mei
Meghan Booker
Mariko Storey-Matsutani
Mariko Storey-Matsutani
Allen Z. Ren
Ola Shorinwa
Anirudha Majumdar
198
7
0
13 Mar 2024
Confidence on the Focal: Conformal Prediction with Selection-Conditional Coverage
Confidence on the Focal: Conformal Prediction with Selection-Conditional Coverage
Ying Jin
Zhimei Ren
460
8
0
06 Mar 2024
Uncertainty quantification in automated valuation models with spatially weighted conformal prediction
Uncertainty quantification in automated valuation models with spatially weighted conformal prediction
Anders Hjort
G. Hermansen
Johan Pensar
Jonathan P. Williams
436
1
0
11 Dec 2023
Statistical significance in high-dimensional linear mixed models
Statistical significance in high-dimensional linear mixed models
Lina Lin
Mathias Drton
Ali Shojaie
111
5
0
16 Dec 2019
Conformalized Quantile Regression
Conformalized Quantile Regression
Yaniv Romano
Evan Patterson
Emmanuel J. Candès
486
616
0
08 May 2019
Leave-one-out prediction intervals in linear regression models with many
  variables
Leave-one-out prediction intervals in linear regression models with many variables
Lukas Steinberger
Hannes Leeb
87
35
0
18 Feb 2016
Selective inference with a randomized response
Selective inference with a randomized response
Xiaoying Tian
Jonathan E. Taylor
103
153
0
24 Jul 2015
Asymptotics of selective inference
Asymptotics of selective inference
Xiaoying Tian
Jonathan E. Taylor
156
70
0
15 Jan 2015
Optimal Inference After Model Selection
Optimal Inference After Model Selection
William Fithian
Dennis L. Sun
Jonathan E. Taylor
272
337
0
09 Oct 2014
Discussion: "A significance test for the lasso"
Discussion: "A significance test for the lasso"
Larry A. Wasserman
86
6
0
27 May 2014
Efficiency of conformalized ridge regression
Efficiency of conformalized ridge regression
Evgeny Burnaev
V. Vovk
117
56
0
08 Apr 2014
Exact post-selection inference, with application to the lasso
Exact post-selection inference, with application to the lasso
Jason D. Lee
Dennis L. Sun
Yuekai Sun
Jonathan E. Taylor
215
733
0
25 Nov 2013
Confidence Intervals and Hypothesis Testing for High-Dimensional
  Regression
Confidence Intervals and Hypothesis Testing for High-Dimensional Regression
Adel Javanmard
Andrea Montanari
252
768
0
13 Jun 2013
Valid post-selection inference
Valid post-selection inference
R. Berk
L. Brown
A. Buja
Kai Zhang
Linda H. Zhao
263
586
0
05 Jun 2013
On asymptotically optimal confidence regions and tests for
  high-dimensional models
On asymptotically optimal confidence regions and tests for high-dimensional models
Sara van de Geer
Peter Buhlmann
Yaácov Ritov
Ruben Dezeure
216
1,131
0
03 Mar 2013
A Conformal Prediction Approach to Explore Functional Data
A Conformal Prediction Approach to Explore Functional Data
Jing Lei
Alessandro Rinaldo
Larry A. Wasserman
198
128
0
26 Feb 2013
Conditional validity of inductive conformal predictors
Conditional validity of inductive conformal predictors
V. Vovk
233
418
0
12 Sep 2012
Statistical significance in high-dimensional linear models
Statistical significance in high-dimensional linear models
Peter Buhlmann
203
229
0
07 Feb 2012
On-line predictive linear regression
On-line predictive linear regression
V. Vovk
I. Nouretdinov
A. Gammerman
368
101
0
17 Jun 2009
Sparse Conformal Predictors
Sparse Conformal Predictors
Mohamed Hebiri
172
15
0
11 Feb 2009
Simultaneous analysis of Lasso and Dantzig selector
Simultaneous analysis of Lasso and Dantzig selector
Peter J. Bickel
Yaácov Ritov
Alexandre B. Tsybakov
538
2,531
0
07 Jan 2008
Sparse Additive Models
Sparse Additive Models
Pradeep Ravikumar
John D. Lafferty
Han Liu
Larry A. Wasserman
488
573
0
28 Nov 2007
Sparsity oracle inequalities for the Lasso
Sparsity oracle inequalities for the Lasso
F. Bunea
Alexandre B. Tsybakov
M. Wegkamp
557
472
0
23 May 2007
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