pub struct BootstrapValidator<F: Float> { /* private fields */ }Expand description
Bootstrap validation for clustering stability
This method assesses the stability of clustering by running the algorithm on multiple bootstrap samples of the data and measuring the consistency of the results.
Implementations§
Source§impl<F: Float + FromPrimitive + Debug + 'static + Sum + Display> BootstrapValidator<F>
impl<F: Float + FromPrimitive + Debug + 'static + Sum + Display> BootstrapValidator<F>
Sourcepub fn new(config: StabilityConfig) -> Self
pub fn new(config: StabilityConfig) -> Self
Create a new bootstrap validator
Sourcepub fn assess_kmeans_stability(
&self,
data: ArrayView2<'_, F>,
k: usize,
) -> Result<StabilityResult<F>>
pub fn assess_kmeans_stability( &self, data: ArrayView2<'_, F>, k: usize, ) -> Result<StabilityResult<F>>
Assess K-means clustering stability
Auto Trait Implementations§
impl<F> Freeze for BootstrapValidator<F>
impl<F> RefUnwindSafe for BootstrapValidator<F>where
F: RefUnwindSafe,
impl<F> Send for BootstrapValidator<F>where
F: Send,
impl<F> Sync for BootstrapValidator<F>where
F: Sync,
impl<F> Unpin for BootstrapValidator<F>where
F: Unpin,
impl<F> UnwindSafe for BootstrapValidator<F>where
F: UnwindSafe,
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Source§impl<T> BorrowMut<T> for Twhere
T: ?Sized,
impl<T> BorrowMut<T> for Twhere
T: ?Sized,
Source§fn borrow_mut(&mut self) -> &mut T
fn borrow_mut(&mut self) -> &mut T
Mutably borrows from an owned value. Read more
Source§impl<T> IntoEither for T
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 moreSource§fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
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>
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impl<T> Pointable for T
Source§impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
Source§fn to_subset(&self) -> Option<SS>
fn to_subset(&self) -> Option<SS>
The inverse inclusion map: attempts to construct
self from the equivalent element of its
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fn is_in_subset(&self) -> bool
Checks if
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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.Source§fn from_subset(element: &SS) -> SP
fn from_subset(element: &SS) -> SP
The inclusion map: converts
self to the equivalent element of its superset.