Conformal prediction: A unified review of theory and new challenges

Conformal prediction bands for multivariate functional data

(2021) Jacopo Diquigiovanni et al.   JOURNAL OF MULTIVARIATE ANALYSIS

Fast exact conformalization of the lasso using piecewise linear homotopy

(2019) J Lei   BIOMETRIKA

Multi-level conformal clustering: A distribution-free technique for clustering and anomaly detection

(2019) Ilia Nouretdinov et al.   NEUROCOMPUTING

Prediction with confidence—A general framework for predictive inference

(2018) Jieli Shen et al.   JOURNAL OF STATISTICAL PLANNING AND INFERENCE

A fast and efficient conformal regressor with regularized extreme learning machine

(2018) Di Wang et al.   NEUROCOMPUTING

Regression Conformal Prediction with Nearest Neighbours

(2018) H. Papadopoulos et al.   JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH

Nonparametric predictive distributions based on conformal prediction

(2018) Vladimir Vovk et al.   MACHINE LEARNING

Distribution-Free Predictive Inference for Regression

(2017) Jing Lei et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Inductive Venn Prediction

(2014) Antonis Lambrou et al.   ANNALS OF MATHEMATICS AND ARTIFICIAL INTELLIGENCE

Regression conformal prediction with random forests

(2014) Ulf Johansson et al.   MACHINE LEARNING

Cross-conformal predictors

(2013) Vladimir Vovk   ANNALS OF MATHEMATICS AND ARTIFICIAL INTELLIGENCE

A conformal prediction approach to explore functional data

(2013) Jing Lei et al.   ANNALS OF MATHEMATICS AND ARTIFICIAL INTELLIGENCE

Distribution-free prediction bands for non-parametric regression

(2013) Jing Lei et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Conditional validity of inductive conformal predictors

(2013) Vladimir Vovk   MACHINE LEARNING

Distribution-Free Prediction Sets

(2012) Jing Lei et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Time series prediction with performance guarantee

(2011) M. Dashevskiy et al.   IET Communications

Reliable prediction intervals with regression neural networks

(2011) Harris Papadopoulos et al.   NEURAL NETWORKS

On-line predictive linear regression

(2009) Vladimir Vovk et al.   ANNALS OF STATISTICS

Sparse conformal predictors

(2009) Mohamed Hebiri   STATISTICS AND COMPUTING