scirs2_interpolate::statistical_advanced

Struct StatisticalSpline

pub struct StatisticalSpline<F: Float> {
    pub coefficients: Array1<F>,
    pub knots: Array1<F>,
    pub coef_covariance: Array2<F>,
    pub residual_std_error: F,
    pub degrees_of_freedom: usize,
}

Expand description

Statistical spline with confidence bands

Extends standard spline interpolation with statistical inference, including confidence and prediction bands.

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§coefficients: Array1<F>

Spline coefficients

§knots: Array1<F>

Knot locations

§coef_covariance: Array2<F>

Covariance matrix of coefficients

§residual_std_error: F

Residual standard error

§degrees_of_freedom: usize

Degrees of freedom

Implementations§

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impl<F> StatisticalSpline<F>
where F: Float + FromPrimitive + Debug + Display + ScalarOperand + AddAssign + SubAssign + MulAssign + DivAssign,

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pub fn fit( x: &ArrayView1<'_, F>, y: &ArrayView1<'_, F>, n_knots: usize, smoothing_parameter: F, ) -> InterpolateResult<Self>

Fit a statistical spline with inference

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pub fn predict_with_bands( &self, x_new: &ArrayView1<'_, F>, confidence_level: F, ) -> InterpolateResult<(Array1<F>, Array1<F>, Array1<F>, Array1<F>, Array1<F>)>

Predict with confidence and prediction bands

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impl<F: Clone + Float> Clone for StatisticalSpline<F>

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fn clone(&self) -> StatisticalSpline<F>

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<F: Debug + Float> Debug for StatisticalSpline<F>

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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<F> UnwindSafe for StatisticalSpline<F>
where F: UnwindSafe + RefUnwindSafe,

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> 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 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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