Conformal prediction: a unified review of theory and new challenges

DOI10.3150/21-BEJ1447OpenAlexW3025031475MaRDI QIDQ2108468

Gianluca Zeni, Matteo Fontana, Simone Vantini

Publication date: 19 December 2022

Published in: Bernoulli (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/2005.07972

zbMATH Keywords

reviewprediction intervalsnonparametric statisticsconformal prediction

Mathematics Subject Classification ID

Artificial intelligence (68Txx) Theory of computing (68Qxx) Nonparametric inference (62Gxx)

Related Items

Conformal prediction: a unified review of theory and new challenges

Uses Software

• fda (R)
• PredictiveRegression
• conformalInference

Cites Work

• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Predictive inference with the jackknife+
• Distribution-Free Predictive Inference For Regression
• Conditional validity of inductive conformal predictors
• Nonparametric predictive distributions based on conformal prediction
• Criterion of calibration for transductive confidence machine with limited feedback
• On-line predictive linear regression
• On the consistency of Bayes estimates
• One-sided inference about functionals of a density
• Improving predictive inference under covariate shift by weighting the log-likelihood function
• Prediction with confidence -- a general framework for predictive inference
• Conformal prediction bands for multivariate functional data
• Conformal prediction: a unified review of theory and new challenges
• Distribution-free conditional median inference
• Cross-conformal predictors
• A conformal prediction approach to explore functional data
• Inductive Venn prediction
• Functional data analysis.
• Regression conformal prediction with random forests
• Regression Conformal Prediction with Nearest Neighbours
• Symmetric Measures on Cartesian Products
• The Nonexistence of Certain Statistical Procedures in Nonparametric Problems
• A theory of the learnable
• Distribution-Free Prediction Sets
• The limits of distribution-free conditional predictive inference
• Fast exact conformalization of the lasso using piecewise linear homotopy
• Distribution-free Prediction Bands for Non-parametric Regression
• Conditional predictive inference for stable algorithms
• Conformal Predictive Distributions with Kernels

This page was built for publication: Conformal prediction: a unified review of theory and new challenges