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2. Advanced analysis

The following examples use MAPIE for discussing more complex MAPIE problems.

Conformal Predictive Distribution

Conformal Predictive Distribution

The symmetric correction parameter in conformalized quantile regression

The symmetric correction parameter in conformalized quantile regression

Hyperparameters tuning with cross-conformal regression

Hyperparameters tuning with cross-conformal regression

Estimating aleatoric and epistemic uncertainties

Estimating aleatoric and epistemic uncertainties

EnbPI technique for time series

EnbPI technique for time series

Focus on intervals width

Focus on intervals width

Focus on residual normalised score

Focus on residual normalised score

Focus on local (or “conditional”) coverage

Focus on local (or "conditional") coverage

Conformalized quantile regression on gamma distributed data

Conformalized quantile regression on gamma distributed data

Coverage validity for regression tasks

Coverage validity for regression tasks

Comparison between conformalized quantile regressor and cross methods

Comparison between conformalized quantile regressor and cross methods