Struct kernel_density_estimation::KernelDensityEstimator

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

Expand description

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

Implementations

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impl<B, K> KernelDensityEstimator<B, K>where
B: Bandwidth,
K: Kernel,

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pub fn new<T>(observations: T, bandwidth: B, kernel: K) -> Selfwhere
T: Into<Vec<f32>>,

Returns an initialized KernelDensityEstimator.

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pub fn pdf(&self, dataset: &[f32]) -> Vec<f32>

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

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pub fn cdf(&self, dataset: &[f32]) -> Vec<f32>

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

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pub fn sample(&self, dataset: &[f32], n_samples: usize) -> Vec<f32>

Generates samples from the estimated probability density function.

Trait Implementations

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

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

Returns a copy of the value. Read more

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const fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more

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impl<B: Debug, K: Debug> Debug for KernelDensityEstimator<B, K>

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fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more

Auto Trait Implementations

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

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

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

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

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

Blanket Implementations

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impl<T> Any for Twhere
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 Twhere
T: ?Sized,

const: unstable · source

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

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impl<T> BorrowMut<T> for Twhere
T: ?Sized,

const: unstable · source

fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more

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impl<T> From<T> for T

const: unstable · source

fn from(t: T) -> T

Returns the argument unchanged.

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impl<T, U> Into for Twhere
U: From<T>,

const: unstable · source

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> ToOwned for Twhere
T: Clone,

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 for Twhere
U: Into<T>,

type Error = Infallible

The type returned in the event of a conversion error.

const: unstable · source

fn try_from(value: U) -> Result<T, <T as TryFrom>::Error>

Performs the conversion.

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impl<T, U> TryInto for Twhere
U: TryFrom<T>,

type Error = >::Error

The type returned in the event of a conversion error.

const: unstable · source

fn try_into(self) -> Result<U, >::Error>

Performs the conversion.

Struct kernel_density_estimation::KernelDensityEstimator

Implementations

impl<B, K> KernelDensityEstimator<B, K>where
B: Bandwidth,
K: Kernel,

pub fn new<T>(observations: T, bandwidth: B, kernel: K) -> Selfwhere
T: Into<Vec<f32>>,

pub fn pdf(&self, dataset: &[f32]) -> Vec<f32>

pub fn cdf(&self, dataset: &[f32]) -> Vec<f32>

pub fn sample(&self, dataset: &[f32], n_samples: usize) -> Vec<f32>

Trait Implementations

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

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

const fn clone_from(&mut self, source: &Self)

impl<B: Debug, K: Debug> Debug for KernelDensityEstimator<B, K>

fn fmt(&self, f: &mut Formatter<'_>) -> Result

Auto Trait Implementations

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

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

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

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

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

Blanket Implementations

impl<T> Any for Twhere
T: 'static + ?Sized,

fn type_id(&self) -> TypeId

impl<T> Borrow<T> for Twhere
T: ?Sized,

fn borrow(&self) -> &T

impl<T> BorrowMut<T> for Twhere
T: ?Sized,

fn borrow_mut(&mut self) -> &mut T

impl<T> From<T> for T

fn from(t: T) -> T

impl<T, U> Into<U> for Twhere
U: From<T>,

fn into(self) -> U

impl<T> ToOwned for Twhere
T: Clone,

type Owned = T

fn to_owned(&self) -> T

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

impl<T, U> TryFrom<U> for Twhere
U: Into<T>,

type Error = Infallible

fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

impl<T, U> TryInto<U> for Twhere
U: TryFrom<T>,

type Error = <U as TryFrom<T>>::Error

fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Struct kernel_density_estimation::KernelDensityEstimator

Implementations

impl<B, K> KernelDensityEstimator<B, K>where B: Bandwidth, K: Kernel,

pub fn new<T>(observations: T, bandwidth: B, kernel: K) -> Selfwhere T: Into<Vec<f32>>,

pub fn pdf(&self, dataset: &[f32]) -> Vec<f32>

pub fn cdf(&self, dataset: &[f32]) -> Vec<f32>

pub fn sample(&self, dataset: &[f32], n_samples: usize) -> Vec<f32>

Trait Implementations

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

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

const fn clone_from(&mut self, source: &Self)

impl<B: Debug, K: Debug> Debug for KernelDensityEstimator<B, K>

fn fmt(&self, f: &mut Formatter<'_>) -> Result

Auto Trait Implementations

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

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

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

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

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

Blanket Implementations

impl<T> Any for Twhere T: 'static + ?Sized,

fn type_id(&self) -> TypeId

impl<T> Borrow<T> for Twhere T: ?Sized,

fn borrow(&self) -> &T

impl<T> BorrowMut<T> for Twhere T: ?Sized,

fn borrow_mut(&mut self) -> &mut T

impl<T> From<T> for T

fn from(t: T) -> T

impl<T, U> Into<U> for Twhere U: From<T>,

fn into(self) -> U

impl<T> ToOwned for Twhere T: Clone,

type Owned = T

fn to_owned(&self) -> T

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

impl<T, U> TryFrom<U> for Twhere U: Into<T>,

type Error = Infallible

fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

impl<T, U> TryInto<U> for Twhere U: TryFrom<T>,

type Error = <U as TryFrom<T>>::Error

fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

impl<B, K> KernelDensityEstimator<B, K>where
B: Bandwidth,
K: Kernel,

pub fn new<T>(observations: T, bandwidth: B, kernel: K) -> Selfwhere
T: Into<Vec<f32>>,

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

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

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

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

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

impl<T> Any for Twhere
T: 'static + ?Sized,

impl<T> Borrow<T> for Twhere
T: ?Sized,

impl<T> BorrowMut<T> for Twhere
T: ?Sized,

impl<T, U> Into<U> for Twhere
U: From<T>,

impl<T> ToOwned for Twhere
T: Clone,

impl<T, U> TryFrom<U> for Twhere
U: Into<T>,

impl<T, U> TryInto<U> for Twhere
U: TryFrom<T>,