AdvancedExtrapolator

Struct AdvancedExtrapolator 

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pub struct AdvancedExtrapolator<T: Float> {
    pub base_extrapolator: Extrapolator<T>,
    pub confidence_config: Option<ConfidenceExtrapolationConfig<T>>,
    pub ensemble_config: Option<EnsembleExtrapolationConfig<T>>,
    pub adaptive_config: Option<AdaptiveExtrapolationConfig>,
    pub autoregressive_config: Option<AutoregressiveExtrapolationConfig<T>>,
    pub historical_data: Option<(Array1<T>, Array1<T>)>,
}
Expand description

Advanced extrapolator with ensemble, adaptive, and statistical capabilities

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§base_extrapolator: Extrapolator<T>

Basic extrapolator for standard methods

§confidence_config: Option<ConfidenceExtrapolationConfig<T>>

Configuration for confidence-based extrapolation

§ensemble_config: Option<EnsembleExtrapolationConfig<T>>

Configuration for ensemble extrapolation

§adaptive_config: Option<AdaptiveExtrapolationConfig>

Configuration for adaptive extrapolation

§autoregressive_config: Option<AutoregressiveExtrapolationConfig<T>>

Configuration for autoregressive extrapolation

§historical_data: Option<(Array1<T>, Array1<T>)>

Historical data for advanced methods (when available)

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impl<T: Float + Display + Default + AddAssign> AdvancedExtrapolator<T>

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pub fn new(base_extrapolator: Extrapolator<T>) -> Self

Create a new advanced extrapolator

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pub fn with_confidence(self, config: ConfidenceExtrapolationConfig<T>) -> Self

Enable confidence-based extrapolation

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pub fn with_ensemble(self, config: EnsembleExtrapolationConfig<T>) -> Self

Enable ensemble extrapolation

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pub fn with_adaptive(self, config: AdaptiveExtrapolationConfig) -> Self

Enable adaptive extrapolation

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pub fn with_autoregressive( self, config: AutoregressiveExtrapolationConfig<T>, ) -> Self

Enable autoregressive extrapolation

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pub fn with_historical_data(self, x_data: Array1<T>, y_data: Array1<T>) -> Self

Set historical data for advanced methods

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pub fn extrapolate_advanced(&self, x: T) -> InterpolateResult<T>

Perform advanced extrapolation at a point

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pub fn extrapolate_with_confidence( &self, x: T, ) -> InterpolateResult<ConfidenceExtrapolationResult<T>>

Perform confidence-based extrapolation

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pub fn extrapolate_ensemble(&self, x: T) -> InterpolateResult<T>

Perform ensemble extrapolation

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pub fn extrapolate_adaptive(&self, x: T) -> InterpolateResult<T>

Perform adaptive extrapolation

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pub fn extrapolate_autoregressive(&self, x: T) -> InterpolateResult<T>

Perform autoregressive extrapolation

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pub fn base(&self) -> &Extrapolator<T>

Get access to the base extrapolator

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pub fn base_mut(&mut self) -> &mut Extrapolator<T>

Get mutable access to the base extrapolator

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pub fn has_confidence(&self) -> bool

Check if confidence estimation is enabled

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pub fn has_ensemble(&self) -> bool

Check if ensemble methods are enabled

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pub fn has_adaptive(&self) -> bool

Check if adaptive selection is enabled

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pub fn has_autoregressive(&self) -> bool

Check if autoregressive modeling is enabled

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pub fn has_historical_data(&self) -> bool

Check if historical data is available

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pub fn ar_model_order(&self) -> Option<usize>

Get the number of available AR coefficients

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pub fn extrapolate_batch(&self, x_values: &[T]) -> Vec<InterpolateResult<T>>

Perform multiple extrapolations efficiently

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pub fn recommend_methods(&self, x: T) -> Vec<ExtrapolationMethod>

Get extrapolation method recommendations based on data characteristics

Trait Implementations§

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impl<T: Clone + Float> Clone for AdvancedExtrapolator<T>

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fn clone(&self) -> AdvancedExtrapolator<T>

Returns a duplicate of the value. Read more
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fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl<T: Debug + Float> Debug for AdvancedExtrapolator<T>

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

Formats the value using the given formatter. Read more

Auto Trait Implementations§

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impl<T> Freeze for AdvancedExtrapolator<T>
where T: Freeze,

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impl<T> RefUnwindSafe for AdvancedExtrapolator<T>
where T: RefUnwindSafe,

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impl<T> Send for AdvancedExtrapolator<T>
where T: Send,

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impl<T> Sync for AdvancedExtrapolator<T>
where T: Sync,

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impl<T> Unpin for AdvancedExtrapolator<T>
where T: Unpin,

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impl<T> UnwindSafe for AdvancedExtrapolator<T>

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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> CloneToUninit for T
where T: Clone,

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unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)
Performs copy-assignment from self to dest. 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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Calls U::from(self).

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

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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

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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> Same for T

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type Output = T

Should always be Self
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fn to_subset(&self) -> Option<SS>

The inverse inclusion map: attempts to construct self from the equivalent element of its superset. Read more
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fn is_in_subset(&self) -> bool

Checks if self is actually part of its subset T (and can be converted to it).
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fn to_subset_unchecked(&self) -> SS

Use with care! Same as self.to_subset but without any property checks. Always succeeds.
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fn from_subset(element: &SS) -> SP

The inclusion map: converts self to the equivalent element of its superset.
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where T: Clone,

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type Error = Infallible

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fn vzip(self) -> V