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StratifiedCrossValidation

Struct StratifiedCrossValidation 

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pub struct StratifiedCrossValidation {
    pub number_of_folds: i64,
    pub random_seed: i64,
    pub scheme_name: String,
    pub description: String,
}
Expand description

Cross-validation preserving class proportions across folds.

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§number_of_folds: i64

Number of folds.

§random_seed: i64

Random seed.

§scheme_name: String

Unique name identifying a resampling scheme.

§description: String

Free-text description.

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impl StratifiedCrossValidation

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pub fn folds(&self, labels: &[usize]) -> Result<Vec<(Vec<usize>, Vec<usize>)>>

Splits labelled observations into stratified folds using this scheme’s configured number_of_folds and random_seed.

Seeds a fresh SplitMix64 from random_seed (reinterpreting the signed seed’s bits as unsigned) and delegates to stratified_kfold_indices, so two calls on structs with equal fields yield identical splits.

§Arguments
§Returns

A vector of (train_indices, test_indices) pairs, one per fold.

§Errors
§Examples
use stats_claw::resampling::StratifiedCrossValidation;

let cv = StratifiedCrossValidation {
    number_of_folds: 2,
    random_seed: 42,
    ..Default::default()
};
let labels = [0usize, 1, 0, 1];
let folds = cv.folds(&labels)?;
assert_eq!(folds.len(), 2);

Trait Implementations§

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impl Clone for StratifiedCrossValidation

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fn clone(&self) -> StratifiedCrossValidation

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 StratifiedCrossValidation

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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 StratifiedCrossValidation

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fn default() -> StratifiedCrossValidation

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

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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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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

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fn clone_into(&self, target: &mut T)

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impl<T, U> TryFrom<U> for 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.