pub struct InformationFeatureSelector { /* private fields */ }Expand description
Information-based feature selector
Implementations§
Source§impl InformationFeatureSelector
impl InformationFeatureSelector
Sourcepub fn new(config: InformationFeatureSelectorConfig) -> Self
pub fn new(config: InformationFeatureSelectorConfig) -> Self
Create a new information-based feature selector
Trait Implementations§
Source§impl Estimator for InformationFeatureSelector
impl Estimator for InformationFeatureSelector
Source§type Config = InformationFeatureSelectorConfig
type Config = InformationFeatureSelectorConfig
Configuration type for the estimator
Source§type Error = SklearsError
type Error = SklearsError
Error type for the estimator
Source§fn validate_config(&self) -> Result<(), SklearsError>
fn validate_config(&self) -> Result<(), SklearsError>
Validate estimator configuration with detailed error context
Source§fn check_compatibility(
&self,
n_samples: usize,
n_features: usize,
) -> Result<(), SklearsError>
fn check_compatibility( &self, n_samples: usize, n_features: usize, ) -> Result<(), SklearsError>
Check if estimator is compatible with given data dimensions
Source§fn metadata(&self) -> EstimatorMetadata
fn metadata(&self) -> EstimatorMetadata
Get estimator metadata
Source§impl Fit<ArrayBase<OwnedRepr<f64>, Dim<[usize; 2]>>, ArrayBase<OwnedRepr<f64>, Dim<[usize; 1]>>> for InformationFeatureSelector
impl Fit<ArrayBase<OwnedRepr<f64>, Dim<[usize; 2]>>, ArrayBase<OwnedRepr<f64>, Dim<[usize; 1]>>> for InformationFeatureSelector
Source§type Fitted = InformationFeatureSelectorFitted
type Fitted = InformationFeatureSelectorFitted
The fitted model type
Source§fn fit(self, X: &Array2<f64>, y: &Array1<f64>) -> Result<Self::Fitted>
fn fit(self, X: &Array2<f64>, y: &Array1<f64>) -> Result<Self::Fitted>
Fit the model to the provided data with validation
Source§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,
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
Auto Trait Implementations§
impl Freeze for InformationFeatureSelector
impl RefUnwindSafe for InformationFeatureSelector
impl Send for InformationFeatureSelector
impl Sync for InformationFeatureSelector
impl Unpin for InformationFeatureSelector
impl UnwindSafe for InformationFeatureSelector
Blanket Implementations§
Source§impl<T> BorrowMut<T> for Twhere
T: ?Sized,
impl<T> BorrowMut<T> for Twhere
T: ?Sized,
Source§fn borrow_mut(&mut self) -> &mut T
fn borrow_mut(&mut self) -> &mut T
Mutably borrows from an owned value. Read more
Source§impl<T> IntoEither for T
impl<T> IntoEither for T
Source§fn into_either(self, into_left: bool) -> Either<Self, Self>
fn into_either(self, into_left: bool) -> Either<Self, Self>
Converts
self into a Left variant of Either<Self, Self>
if into_left is true.
Converts self into a Right variant of Either<Self, Self>
otherwise. Read moreSource§fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
Converts
self into a Left variant of Either<Self, Self>
if into_left(&self) returns true.
Converts self into a Right variant of Either<Self, Self>
otherwise. Read moreSource§impl<T> Pointable for T
impl<T> Pointable for T
Source§impl<T> StableApi for Twhere
T: Estimator,
impl<T> StableApi for Twhere
T: Estimator,
Source§const STABLE_SINCE: &'static str = "0.1.0"
const STABLE_SINCE: &'static str = "0.1.0"
API version this type was stabilized in
Source§const HAS_EXPERIMENTAL_FEATURES: bool = false
const HAS_EXPERIMENTAL_FEATURES: bool = false
Whether this API has any experimental features