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EnhancedBayesianRegression

scirs2_stats::bayesian

Struct EnhancedBayesianRegression 

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pub struct EnhancedBayesianRegression<F> {
    pub design_matrix: Array2<F>,
    pub response: Array1<F>,
    pub prior: BayesianRegressionPrior<F>,
    pub inference_method: InferenceMethod,
    pub config: BayesianRegressionConfig,
    /* private fields */
}
Expand description

Enhanced Bayesian linear regression with multiple inference methods

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§design_matrix: Array2<F>

Design matrix (X)

§response: Array1<F>

Response vector (y)

§prior: BayesianRegressionPrior<F>

Prior parameters

§inference_method: InferenceMethod

Inference method

§config: BayesianRegressionConfig

Model configuration

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impl<F> EnhancedBayesianRegression<F>
where F: Float + Zero + One + Copy + Send + Sync + SimdUnifiedOps + Display + 'static + Sum + NumAssign + ScalarOperand + ToPrimitive + FromPrimitive,

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pub fn new( design_matrix: Array2<F>, response: Array1<F>, prior: BayesianRegressionPrior<F>, inference_method: InferenceMethod, ) -> StatsResult<Self>

Create new enhanced Bayesian regression model

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pub fn with_config(self, config: BayesianRegressionConfig) -> Self

Set configuration

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pub fn fit(&self) -> StatsResult<BayesianRegressionResult<F>>

Fit the Bayesian regression model

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pub fn predict( &self, x_new: &Array2<F>, result: &BayesianRegressionResult<F>, ) -> StatsResult<(Array1<F>, Array1<F>)>

Make predictions on new data

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impl<F: Clone> Clone for EnhancedBayesianRegression<F>

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fn clone(&self) -> EnhancedBayesianRegression<F>

Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§

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

Performs copy-assignment from source. Read more
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impl<F: Debug> Debug for EnhancedBayesianRegression<F>

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

Formats the value using the given formatter. Read more

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🔬This is a nightly-only experimental API. (clone_to_uninit)
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