Conformal Prediction: A Gentle Introduction
From MaRDI portal
Publication:5885998
DOI10.1561/2200000101OpenAlexW4361012985MaRDI QIDQ5885998
Stephen Bates, Anastasios N. Angelopoulos
Publication date: 30 March 2023
Published in: Foundations and Trends® in Machine Learning (Search for Journal in Brave)
Full work available at URL: https://doi.org/10.1561/2200000101
nonparametric methodsclassification and predictionstatistical/machine learninglearning and statistical methods
Learning and adaptive systems in artificial intelligence (68T05) Research exposition (monographs, survey articles) pertaining to computer science (68-02)
Related Items
Uses Software
Cites Work
- Unnamed Item
- Unnamed Item
- Unnamed Item
- 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
- Exact and asymptotically robust permutation tests
- Frasian inference
- Estimating conditional quantiles with the help of the pinball loss
- Additive models for quantile regression: model selection and confidence bands
- Distribution-free cumulative sum control charts using bootstrap-based control limits
- Finite exchangeable sequences
- Global nonparametric estimation of conditional quantile functions and their derivatives
- Uses of exchangeability
- Accelerating difficulty estimation for conformal regression forests
- Direct use of regression quantiles to construct confidence sets in linear models
- Testing randomness online
- Cross-conformal predictors
- A conformal prediction approach to explore functional data
- The sources of Kolmogorov's \textit{Grundbegriffe}
- Regression conformal prediction with random forests
- Sophistication as Randomness Deficiency
- Classification with confidence
- On the concept of the Bernoulli property
- Symmetric Measures on Cartesian Products
- Combinatorial foundations of information theory and the calculus of probabilities
- Regression Quantiles
- Statistical inference on heteroscedastic models based on regression quantiles
- Distribution-Free Prediction Sets
- Distribution-free, Risk-controlling Prediction Sets
- The limits of distribution-free conditional predictive inference
- Fast exact conformalization of the lasso using piecewise linear homotopy
- Least Ambiguous Set-Valued Classifiers With Bounded Error Levels
- Bernard Friedman's Urn
- Logical basis for information theory and probability theory
- Kolmogorov on the role of randomness in probability theory
- Distribution-free Prediction Bands for Non-parametric Regression
- On the concept of a random sequence
- Non-Parametric Estimation II. Statistically Equivalent Blocks and Tolerance Regions--The Continuous Case
- On a Test of Whether one of Two Random Variables is Stochastically Larger than the Other
- The Power of Rank Tests
- Statistical Prediction with Special Reference to the Problem of Tolerance Limits
- An Extension of Wilks' Method for Setting Tolerance Limits
- Root-finding approaches for computing conformal prediction set