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2. Advanced analysis

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

Conformal Predictive Distribution with MAPIE

Conformal Predictive Distribution with MAPIE

The symmetric_correction parameter of ConformalizedQuantileRegressor

The symmetric_correction parameter of ConformalizedQuantileRegressor

Hyperparameters tuning with CrossConformalRegressor

Hyperparameters tuning with CrossConformalRegressor

Time series: example of the EnbPI technique

Time series: example of the EnbPI technique

Estimating aleatoric and epistemic uncertainties

Estimating aleatoric and epistemic uncertainties

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

ConformalizedQuantileRegressor on gamma distributed data

ConformalizedQuantileRegressor on gamma distributed data

Coverage validity of MAPIE for regression tasks

Coverage validity of MAPIE for regression tasks

Comparison between conformalized quantile regressor and cross methods

Comparison between conformalized quantile regressor and cross methods