Struct AutomaticNoiseFunctionSelector 

pub struct AutomaticNoiseFunctionSelector { /* private fields */ }

Automatic noise function selector that evaluates multiple candidates

Implementations

impl AutomaticNoiseFunctionSelector

pub fn new() -> Self

Create a new automatic noise function selector

pub fn criterion(self, criterion: InformationCriterion) -> Self

Set the information criterion for model selection

pub fn max_iter(self, max_iter: usize) -> Self

Set maximum iterations for noise function training

pub fn learning_rate(self, learning_rate: f64) -> Self

Set learning rate for noise function training

pub fn cross_validation_folds(self, folds: usize) -> Self

Enable cross-validation for model selection

pub fn regularization_strength(self, strength: f64) -> Self

Set regularization strength

pub fn add_candidate_constant(self) -> Self

Add a constant noise function candidate

pub fn add_candidate_linear(self) -> Self

Add a linear noise function candidate

pub fn add_candidate_polynomial(self, degree: usize) -> Self

Add a polynomial noise function candidate

pub fn add_candidate_gaussian_process( self, kernel: Box<dyn Kernel>, n_inducing: usize, ) -> Self

Add a Gaussian process noise function candidate

pub fn add_candidate_neural_network( self, input_dim: usize, hidden_sizes: Vec<usize>, ) -> Self

Add a neural network noise function candidate

pub fn select_best( &self, x: &Array2<f64>, y: &Array1<f64>, ) -> SklResult<LearnableNoiseFunction>

Select the best noise function based on the specified criterion

pub fn evaluate_all( &self, x: &Array2<f64>, y: &Array1<f64>, ) -> SklResult<Vec<NoiseFunctionEvaluation>>

Get all evaluations for analysis

Trait Implementations

impl Clone for AutomaticNoiseFunctionSelector

fn clone(&self) -> AutomaticNoiseFunctionSelector

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Debug for AutomaticNoiseFunctionSelector

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

Formats the value using the given formatter.