kernel_density_estimation::kde

Struct KernelDensityEstimator

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pub struct KernelDensityEstimator<T, B, K> { /* private fields */ }
Expand description

Representation of a kernel density estimate with custom bandwith selector and kernel function.

Trait Implementations§

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impl<T: Clone, B: Clone, K: Clone> Clone for KernelDensityEstimator<T, B, K>

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fn clone(&self) -> KernelDensityEstimator<T, B, K>

Returns a duplicate of the value. Read more
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fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl<T: Debug, B: Debug, K: Debug> Debug for KernelDensityEstimator<T, B, K>

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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<B, K, F: KDEFloat> UnivariateKDE<B, K, F> for KernelDensityEstimator<Vec<F>, B, K>
where B: Bandwidth<F>, K: Kernel<F>,

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fn new<T: Into<Vec<F>>>(observations: T, bandwidth: B, kernel: K) -> Self

Returns an initialized KernelDensityEstimator.

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fn pdf(&self, dataset: &[F]) -> Vec<F>

Returns the estimated probability density function evaluated at the points in dataset.

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fn cdf(&self, dataset: &[F]) -> Vec<F>

Returns the estimated cumulative distribution function evaluated at the points in dataset.

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fn sample(&self, dataset: &[F], n_samples: usize) -> Vec<F>

Generates samples from the estimated probability density function.

Auto Trait Implementations§

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impl<T, B, K> Freeze for KernelDensityEstimator<T, B, K>
where T: Freeze, B: Freeze, K: Freeze,

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impl<T, B, K> RefUnwindSafe for KernelDensityEstimator<T, B, K>
where T: RefUnwindSafe, B: RefUnwindSafe, K: RefUnwindSafe,

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impl<T, B, K> Send for KernelDensityEstimator<T, B, K>
where T: Send, B: Send, K: Send,

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impl<T, B, K> Sync for KernelDensityEstimator<T, B, K>
where T: Sync, B: Sync, K: Sync,

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impl<T, B, K> Unpin for KernelDensityEstimator<T, B, K>
where T: Unpin, B: Unpin, K: Unpin,

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impl<T, B, K> UnwindSafe for KernelDensityEstimator<T, B, K>
where T: UnwindSafe, B: UnwindSafe, K: UnwindSafe,

Blanket 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> Same for T

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type Output = T

Should always be Self
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impl<SS, SP> SupersetOf<SS> for SP
where SS: SubsetOf<SP>,

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fn to_subset(&self) -> Option<SS>

The inverse inclusion map: attempts to construct self from the equivalent element of its superset. Read more
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fn is_in_subset(&self) -> bool

Checks if self is actually part of its subset T (and can be converted to it).
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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.
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fn from_subset(element: &SS) -> SP

The inclusion map: converts self to the equivalent element of its superset.
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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.