Module conformal 

Conformal prediction intervals and prediction sets.

Provides distribution-free uncertainty quantification for all regression and classification frameworks in fdars:

Regression (prediction intervals):

• conformal_fregre_lm — Linear functional regression
• conformal_fregre_np — Nonparametric kernel regression
• conformal_elastic_regression — Elastic alignment regression
• conformal_elastic_pcr — Elastic principal component regression
• conformal_generic_regression — Any FpcPredictor model
• cv_conformal_regression — Cross-conformal (CV+) with closure
• jackknife_plus_regression — Jackknife+ with closure

Classification (prediction sets):

• conformal_classif — LDA / QDA / kNN classifiers
• conformal_logistic — Functional logistic regression
• conformal_elastic_logistic — Elastic logistic regression
• conformal_generic_classification — Any FpcPredictor model
• cv_conformal_classification — Cross-conformal (CV+) with closure

Re-exports

pub use classification::conformal_classif;

pub use classification::conformal_elastic_logistic;

pub use classification::conformal_logistic;

pub use cv::cv_conformal_classification;

pub use cv::cv_conformal_regression;

pub use cv::jackknife_plus_regression;

pub use elastic::conformal_elastic_pcr;

pub use elastic::conformal_elastic_pcr_with_config;

pub use elastic::conformal_elastic_regression;

pub use elastic::conformal_elastic_regression_with_config;

pub use generic::conformal_generic_classification;

pub use generic::conformal_generic_regression;

pub use regression::conformal_fregre_lm;

pub use regression::conformal_fregre_np;

Modules

classification

Split-conformal prediction sets for classification models.

cv

Cross-conformal (CV+) and jackknife+ prediction methods.

elastic

Split-conformal prediction intervals for elastic regression models and elastic prediction helpers.

generic

Generic split-conformal prediction via FpcPredictor trait.

regression

Split-conformal prediction intervals for standard regression models.

Structs

ConformalClassificationResult

Conformal prediction sets for classification.

ConformalConfig

Configuration for split-conformal prediction.

ConformalRegressionResult

Conformal prediction intervals for regression.

Enums

ClassificationScore

Non-conformity score type for classification.

ConformalMethod

Split-conformal method variant.