ResamplingMethod

Enum ResamplingMethod 

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pub enum ResamplingMethod {
    Multinomial,
    Systematic,
    Stratified,
}
Expand description

Resampling algorithms for particle filters.

Different resampling methods offer trade-offs between computational efficiency, variance reduction, and implementation complexity. All methods aim to replace low-weight particles with copies of high-weight particles.

§Variants

  • Multinomial - Simple multinomial resampling (high variance)
  • Systematic - Low-variance systematic resampling (recommended)
  • Stratified - Stratified resampling (balanced variance/complexity)

§Examples

use fugue::*;

// Configure SMC with different resampling methods
let config_systematic = SMCConfig {
    resampling_method: ResamplingMethod::Systematic,
    ..Default::default()
};

let config_multinomial = SMCConfig {
    resampling_method: ResamplingMethod::Multinomial,
    ..Default::default()
};

Variants§

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Multinomial

Simple multinomial resampling with replacement.

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Systematic

Low-variance systematic resampling (recommended).

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Stratified

Stratified resampling with balanced variance.

Trait Implementations§

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impl Clone for ResamplingMethod

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fn clone(&self) -> ResamplingMethod

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 Debug for ResamplingMethod

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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 Copy for ResamplingMethod

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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.
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impl<V, T> VZip<V> for T
where V: MultiLane<T>,

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fn vzip(self) -> V