pub struct GenericKMeans<T: SpatialScalar, P: SpatialPoint<T>> { /* private fields */ }Expand description
Generic K-means clustering implementation
Implementations§
Source§impl<T: SpatialScalar, P: SpatialPoint<T> + Clone> GenericKMeans<T, P>
impl<T: SpatialScalar, P: SpatialPoint<T> + Clone> GenericKMeans<T, P>
Sourcepub fn with_parallel(self, parallel: bool) -> Self
pub fn with_parallel(self, parallel: bool) -> Self
Enable parallel processing for large datasets
Sourcepub fn with_max_iterations(self, maxiterations: usize) -> Self
pub fn with_max_iterations(self, maxiterations: usize) -> Self
Set the maximum number of iterations
Sourcepub fn with_tolerance(self, tolerance: T) -> Self
pub fn with_tolerance(self, tolerance: T) -> Self
Set the convergence tolerance
Sourcepub fn fit(&self, points: &[P]) -> SpatialResult<KMeansResult<T, P>>
pub fn fit(&self, points: &[P]) -> SpatialResult<KMeansResult<T, P>>
Perform K-means clustering with memory optimizations
Auto Trait Implementations§
impl<T, P> Freeze for GenericKMeans<T, P>where
T: Freeze,
impl<T, P> RefUnwindSafe for GenericKMeans<T, P>where
T: RefUnwindSafe,
P: RefUnwindSafe,
impl<T, P> Send for GenericKMeans<T, P>where
P: Send,
impl<T, P> Sync for GenericKMeans<T, P>where
P: Sync,
impl<T, P> Unpin for GenericKMeans<T, P>
impl<T, P> UnwindSafe for GenericKMeans<T, P>where
T: UnwindSafe,
P: UnwindSafe,
Blanket Implementations§
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
Source§fn into_either(self, into_left: bool) -> Either<Self, Self>
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>
otherwise. Read moreSource§impl<T> Pointable for T
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
superset. Read moreSource§fn is_in_subset(&self) -> bool
fn is_in_subset(&self) -> bool
Checks if
self is actually part of its subset T (and can be converted to it).Source§fn to_subset_unchecked(&self) -> SS
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.