Regression Examples

Examples demonstrating conformal prediction for regression tasks with MAPIE.

Quickstart

Basic examples to get started with conformal prediction for regression.

Data with gamma distribution

Data with uneven uncertainty

Data with constant uncertainty

Use a pre-trained model

Plot prediction intervals

Tutorial for time series

Advanced Analysis

In-depth tutorials and advanced regression techniques.

Focus on intervals width

Focus on residual normalised score

Estimating aleatoric and epistemic uncertainties

Focus on local (or "conditional") coverage

Conformal Predictive Distribution

Coverage validity for regression tasks

The symmetric correction parameter in conformalized quantile regression

Conformalized quantile regression on gamma distributed data

Comparison between conformalized quantile regressor and cross methods

Hyperparameters tuning with cross-conformal regression

EnbPI technique for time series

Scientific Articles

Reproductions of simulations from scientific papers.

Predictive inference with the jackknife+, Foygel-Barber et al. (2020)

Predictive inference is free with the Jackknife+-after-Bootstrap, Kim et al. (2020)

Adaptive conformal predictions for time series, Zaffran et al. (2022)

Gallery generated by mkdocs-gallery