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Uniform

Struct Uniform 

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pub struct Uniform<T> { /* private fields */ }
Expand description

Continuous uniform distribution on [a, b].

§Example

use numeris::stats::{Uniform, ContinuousDistribution};

let u = Uniform::new(0.0_f64, 1.0).unwrap();
assert!((u.pdf(0.5) - 1.0).abs() < 1e-14);
assert!((u.cdf(0.5) - 0.5).abs() < 1e-14);

Implementations§

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impl<T: FloatScalar> Uniform<T>

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pub fn new(a: T, b: T) -> Result<Self, StatsError>

Create a uniform distribution on [a, b]. Requires a < b.

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impl<T: FloatScalar> Uniform<T>

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pub fn sample(&self, rng: &mut Rng) -> T

Draw a random sample from this distribution.

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pub fn sample_array<const K: usize>(&self, rng: &mut Rng) -> [T; K]

Fill a fixed-size array with independent samples.

Trait Implementations§

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impl<T: Clone> Clone for Uniform<T>

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fn clone(&self) -> Uniform<T>

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: FloatScalar> ContinuousDistribution<T> for Uniform<T>

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fn pdf(&self, x: T) -> T

Probability density function.
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fn ln_pdf(&self, x: T) -> T

Natural log of the probability density function.
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fn cdf(&self, x: T) -> T

Cumulative distribution function P(X ≤ x).
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fn quantile(&self, p: T) -> T

Quantile function (inverse CDF). Returns x such that P(X ≤ x) = p.
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fn mean(&self) -> T

Expected value E[X].
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fn variance(&self) -> T

Variance Var(X).
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impl<T: Debug> Debug for Uniform<T>

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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<T: Copy> Copy for Uniform<T>

Auto Trait Implementations§

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impl<T> Freeze for Uniform<T>
where T: Freeze,

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impl<T> RefUnwindSafe for Uniform<T>
where T: RefUnwindSafe,

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impl<T> Send for Uniform<T>
where T: Send,

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impl<T> Sync for Uniform<T>
where T: Sync,

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impl<T> Unpin for Uniform<T>
where T: Unpin,

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impl<T> UnsafeUnpin for Uniform<T>
where T: UnsafeUnpin,

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impl<T> UnwindSafe for Uniform<T>
where T: 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> 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.