pub struct RobustGMM<F> {
pub gmm: GaussianMixtureModel<F>,
pub outlier_threshold: F,
pub contamination: F,
/* private fields */
}Expand description
Robust Gaussian Mixture Model with outlier detection
Fields§
§gmm: GaussianMixtureModel<F>Base GMM
outlier_threshold: FOutlier detection threshold
contamination: FContamination rate (expected fraction of outliers)
Implementations§
Source§impl<F> RobustGMM<F>where
F: Float + Zero + One + Copy + Send + Sync + SimdUnifiedOps + FromPrimitive + Display + Sum<F> + ScalarOperand,
impl<F> RobustGMM<F>where
F: Float + Zero + One + Copy + Send + Sync + SimdUnifiedOps + FromPrimitive + Display + Sum<F> + ScalarOperand,
Sourcepub fn new(
n_components: usize,
outlier_threshold: F,
contamination: F,
config: GMMConfig,
) -> StatsResult<Self>
pub fn new( n_components: usize, outlier_threshold: F, contamination: F, config: GMMConfig, ) -> StatsResult<Self>
Create new Robust GMM
Sourcepub fn fit(
&mut self,
data: &ArrayView2<'_, F>,
) -> StatsResult<&GMMParameters<F>>
pub fn fit( &mut self, data: &ArrayView2<'_, F>, ) -> StatsResult<&GMMParameters<F>>
Fit robust GMM with outlier detection
Sourcepub fn detect_outliers(
&self,
data: &ArrayView2<'_, F>,
) -> StatsResult<Array1<bool>>
pub fn detect_outliers( &self, data: &ArrayView2<'_, F>, ) -> StatsResult<Array1<bool>>
Detect outliers in data
Auto Trait Implementations§
impl<F> Freeze for RobustGMM<F>where
F: Freeze,
impl<F> RefUnwindSafe for RobustGMM<F>where
F: RefUnwindSafe,
impl<F> Send for RobustGMM<F>where
F: Send,
impl<F> Sync for RobustGMM<F>where
F: Sync,
impl<F> Unpin for RobustGMM<F>where
F: Unpin,
impl<F> UnwindSafe for RobustGMM<F>where
F: UnwindSafe + RefUnwindSafe,
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.