Module elastic_regression 

Elastic regression models (alignment-integrated regression).

These models from fdasrvf align curves during the regression fitting process, jointly optimizing alignment and regression coefficients.

Key capabilities:

• elastic_regression — Scalar-on-function regression with elastic alignment
• elastic_logistic — Binary classification with elastic alignment
• elastic_pcr — Principal component regression after elastic alignment
• scalar_on_shape() — Scalar-on-shape regression with optional single-index link

Re-exports

pub use logistic::elastic_logistic;

pub use logistic::elastic_logistic_with_config;

pub use logistic::predict_elastic_logistic;

pub use logistic::ElasticLogisticResult;

pub use pcr::elastic_pcr;

pub use pcr::elastic_pcr_with_config;

pub use pcr::ElasticPcrResult;

pub use regression::elastic_regression;

pub use regression::elastic_regression_with_config;

pub use regression::predict_elastic_regression;

pub use regression::ElasticRegressionResult;

pub use scalar_on_shape::predict_scalar_on_shape;

pub use scalar_on_shape::scalar_on_shape;

pub use scalar_on_shape::ScalarOnShapeResult;

Modules

logistic

Elastic logistic regression for binary classification.

pcr

Elastic principal component regression.

regression

Elastic scalar-on-function regression.

scalar_on_shape

Scalar-on-Shape (ScoSh) regression.

Structs

ElasticConfig

Configuration for elastic_regression and elastic_logistic.

ElasticPcrConfig

Configuration for elastic_pcr.

ScalarOnShapeConfig

Configuration for scalar_on_shape().

Enums

IndexMethod

Index function method for scalar-on-shape regression.

PcaMethod

PCA method for elastic PCR.