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

Structs

ConformalClassificationResult

Conformal prediction sets for classification.

ConformalRegressionResult

Conformal prediction intervals for regression.

Enums

ClassificationScore

Non-conformity score type for classification.

ConformalMethod

Split-conformal method variant.

Functions

conformal_classif

Split-conformal prediction sets for functional classifiers (LDA / QDA / kNN).

conformal_elastic_logistic

Split-conformal prediction sets for elastic logistic regression.

conformal_elastic_pcr

Split-conformal prediction intervals for elastic PCR.

conformal_elastic_regression

Split-conformal prediction intervals for elastic regression.

conformal_fregre_lm

Split-conformal prediction intervals for functional linear regression.

conformal_fregre_np

Split-conformal prediction intervals for nonparametric kernel regression.

conformal_generic_classification

Generic split-conformal prediction sets for any FpcPredictor classification model.

conformal_generic_regression

Generic split-conformal prediction intervals for any FpcPredictor model.

conformal_logistic

Split-conformal prediction sets for functional logistic regression.

cv_conformal_classification

Cross-conformal (CV+) prediction sets for classification.

cv_conformal_regression

Cross-conformal (CV+) prediction intervals for regression.

jackknife_plus_regression

Jackknife+ prediction intervals for regression.