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JackknifeResampling

Struct JackknifeResampling 

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pub struct JackknifeResampling {
    pub scheme_name: String,
    pub description: String,
}
Expand description

Leave-one-out resampling for bias and variance estimation.

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§scheme_name: String

Unique name identifying a resampling scheme.

§description: String

Free-text description.

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impl JackknifeResampling

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pub fn estimate( &self, data: &[f64], stat: impl Fn(&[f64]) -> f64, ) -> Result<JackknifeEstimate>

Computes the jackknife bias and standard error of stat over data.

Convenience wrapper that lets the JackknifeResampling scheme drive the numerics directly; it delegates to jackknife_statistic and shares its contract exactly.

§Arguments
  • data — the observed sample; must contain at least two values.
  • stat — the statistic to jackknife, mapping a sample view to a scalar.
§Returns

A JackknifeEstimate with the full-sample estimate, bias, standard error, and per-subsample replicates.

§Errors

Returns Error::InsufficientData when data has fewer than two elements.

§Examples
use stats_claw::resampling::JackknifeResampling;

let scheme = JackknifeResampling::default();
let data = [1.0, 2.0, 3.0, 4.0];
let est = scheme.estimate(&data, |s| s.iter().copied().fold(f64::MIN, f64::max))?;
assert!((est.estimate() - 4.0).abs() < 1e-12, "max was {}", est.estimate());

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impl Clone for JackknifeResampling

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fn clone(&self) -> JackknifeResampling

Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl Debug for JackknifeResampling

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

Formats the value using the given formatter. Read more
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impl Default for JackknifeResampling

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fn default() -> JackknifeResampling

Returns the “default value” for a type. Read more

Auto Trait 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<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> ToOwned for T
where T: Clone,

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type Owned = T

The resulting type after obtaining ownership.
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fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more
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fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more
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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.