Trait UncertaintyCapable 

pub trait UncertaintyCapable {
    // Required methods
    fn predict_with_uncertainty(
        &self,
        X: &Array2<Float>,
        config: &UncertaintyConfig,
    ) -> Result<UncertaintyResult>;
    fn epistemic_uncertainty(&self, X: &Array2<Float>) -> Result<Array1<Float>>;
    fn aleatoric_uncertainty(&self, X: &Array2<Float>) -> Result<Array1<Float>>;
}

Trait for models that support uncertainty quantification

Required Methods

fn predict_with_uncertainty( &self, X: &Array2<Float>, config: &UncertaintyConfig, ) -> Result<UncertaintyResult>

Predict with uncertainty quantification

fn epistemic_uncertainty(&self, X: &Array2<Float>) -> Result<Array1<Float>>

Get epistemic uncertainty (model uncertainty)

fn aleatoric_uncertainty(&self, X: &Array2<Float>) -> Result<Array1<Float>>

Get aleatoric uncertainty (data uncertainty)

Implementors