Struct ConformalPredictor 

pub struct ConformalPredictor { /* private fields */ }

Conformal predictor for regression and classification

Implementations

impl ConformalPredictor

pub fn new(config: ConformalPredictionConfig) -> Self

pub fn fit( &mut self, calibration_predictions: &[f64], calibration_targets: &[f64], ) -> Result<()>

Fit conformal predictor on calibration data

pub fn fit_classification( &mut self, calibration_probabilities: &[Vec<f64>], calibration_labels: &[usize], ) -> Result<()>

Fit conformal predictor for classification

pub fn predict_intervals( &self, predictions: &[f64], prediction_errors: Option<&[f64]>, ) -> Result<ConformalPredictionResult>

Generate prediction intervals for regression

pub fn predict_sets( &self, prediction_probabilities: &[Vec<f64>], ) -> Result<ConformalPredictionResult>

Generate prediction sets for classification

pub fn evaluate_coverage( &self, predictions: &[f64], true_values: &[f64], prediction_errors: Option<&[f64]>, ) -> Result<CoverageStatistics>

Evaluate coverage and efficiency on test data

pub fn evaluate_classification_coverage( &self, prediction_probabilities: &[Vec<f64>], true_labels: &[usize], ) -> Result<CoverageStatistics>

Evaluate classification coverage

Trait Implementations

impl Clone for ConformalPredictor

fn clone(&self) -> ConformalPredictor

Returns a duplicate of the value.

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source.

impl Debug for ConformalPredictor

fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter.