pub struct MonteCarloImputer { /* private fields */ }Expand description
Monte Carlo imputer for uncertainty quantification
Implementations§
Source§impl MonteCarloImputer
impl MonteCarloImputer
Sourcepub fn new(config: MonteCarloImputerConfig) -> Self
pub fn new(config: MonteCarloImputerConfig) -> Self
Create a new Monte Carlo imputer
Trait Implementations§
Source§impl Estimator for MonteCarloImputer
impl Estimator for MonteCarloImputer
Source§type Config = MonteCarloImputerConfig
type Config = MonteCarloImputerConfig
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]>>, ()> for MonteCarloImputer
impl Fit<ArrayBase<OwnedRepr<f64>, Dim<[usize; 2]>>, ()> for MonteCarloImputer
Source§type Fitted = MonteCarloImputerFitted
type Fitted = MonteCarloImputerFitted
The fitted model type
Source§fn fit(self, X: &Array2<f64>, _y: &()) -> Result<Self::Fitted>
fn fit(self, X: &Array2<f64>, _y: &()) -> 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 MonteCarloImputer
impl RefUnwindSafe for MonteCarloImputer
impl Send for MonteCarloImputer
impl Sync for MonteCarloImputer
impl Unpin for MonteCarloImputer
impl UnwindSafe for MonteCarloImputer
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