Struct ErrorBoundedNystroem 

pub struct ErrorBoundedNystroem { /* private fields */ }

Error-bounded Nyström method ErrorBoundedNystroem

Implementations

impl ErrorBoundedNystroem

pub fn new() -> Self

Create a new error-bounded Nyström method

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

Set gamma parameter (for RBF kernel)

pub fn kernel(self, kernel: Kernel) -> Self

Set kernel type

pub fn config(self, config: ErrorBoundedConfig) -> Self

Set configuration

pub fn find_min_components( &self, x: &Array2<f64>, ) -> Result<(usize, ErrorBound)>

Find minimum number of components that satisfies error bound

Trait Implementations

impl Clone for ErrorBoundedNystroem

fn clone(&self) -> ErrorBoundedNystroem

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Debug for ErrorBoundedNystroem

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

Formats the value using the given formatter.

impl Default for ErrorBoundedNystroem

fn default() -> Self

Returns the “default value” for a type.

impl Fit<ArrayBase<OwnedRepr<f64>, Dim<[usize; 2]>>, ()> for ErrorBoundedNystroem

type Fitted = FittedErrorBoundedNystroem

The fitted model type

fn fit(self, x: &Array2<f64>, _y: &()) -> Result<Self::Fitted>

Fit the model to the provided data with validation

fn fit_with_validation( self, x: &X, y: &Y, _x_val: Option<&X>, _y_val: Option<&Y>, ) -> Result<(Self::Fitted, FitMetrics), SklearsError>

where Self: Sized,

Fit with custom validation and early stopping