BaggingRegressor

Struct BaggingRegressor 

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pub struct BaggingRegressor<State = Untrained> { /* private fields */ }
Expand description

Enhanced Bagging regressor with OOB estimation and feature bagging

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impl BaggingRegressor<Untrained>

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pub fn new() -> Self

Create a new bagging regressor

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

Set the number of estimators

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pub fn random_state(self, random_state: u64) -> Self

Set the random state

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pub fn oob_score(self, oob_score: bool) -> Self

Set whether to calculate out-of-bag score

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impl BaggingRegressor<Trained>

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pub fn oob_score(&self) -> Option<Float>

Get the out-of-bag score if calculated

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pub fn n_features_in(&self) -> usize

Get the number of input features

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pub fn feature_importances(&self) -> &Array1<Float>

Get feature importances

Trait Implementations§

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impl Default for BaggingRegressor<Untrained>

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fn default() -> Self

Returns the “default value” for a type. Read more
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impl<State> Estimator<State> for BaggingRegressor<State>

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type Config = BaggingConfig

Configuration type for the estimator
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type Error = SklearsError

Error type for the estimator
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type Float = f64

The numeric type used by this estimator
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fn config(&self) -> &Self::Config

Get estimator configuration
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fn validate_config(&self) -> Result<()>

Validate estimator configuration with detailed error context
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fn metadata(&self) -> EstimatorMetadata

Get estimator metadata
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fn check_compatibility( &self, n_samples: usize, n_features: usize, ) -> Result<(), SklearsError>

Check if estimator is compatible with given data dimensions

Auto Trait Implementations§

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impl<State> Freeze for BaggingRegressor<State>

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impl<State> RefUnwindSafe for BaggingRegressor<State>
where State: RefUnwindSafe,

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impl<State> Send for BaggingRegressor<State>
where State: Send,

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impl<State> Sync for BaggingRegressor<State>
where State: Sync,

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impl<State> Unpin for BaggingRegressor<State>
where State: Unpin,

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impl<State> UnwindSafe for BaggingRegressor<State>
where State: UnwindSafe,

Blanket Implementations§

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impl<T> Any for T
where T: 'static + ?Sized,

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
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impl<T> Borrow<T> for T
where T: ?Sized,

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
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impl<T> BorrowMut<T> for T
where T: ?Sized,

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fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more
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impl<T> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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impl<T, U> Into<U> for T
where U: From<T>,

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fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

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impl<T> IntoEither for T

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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 more
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fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

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 more
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impl<T> Pointable for T

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const ALIGN: usize

The alignment of pointer.
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type Init = T

The type for initializers.
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unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
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unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more
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unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more
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unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more
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impl<T> StableApi for T
where T: Estimator,

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const STABLE_SINCE: &'static str = "0.1.0"

API version this type was stabilized in
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const HAS_EXPERIMENTAL_FEATURES: bool = false

Whether this API has any experimental features
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impl<T, U> TryFrom<U> for T
where U: Into<T>,

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type Error = Infallible

The type returned in the event of a conversion error.
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fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
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impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

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type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion error.
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fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.
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impl<V, T> VZip<V> for T
where V: MultiLane<T>,

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fn vzip(self) -> V