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GaussPointRobust

Struct GaussPointRobust 

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pub struct GaussPointRobust {
    pub mu: f32,
    pub sigma: f32,
    pub mode: RobustManifoldMode,
}
Expand description

A manifold point derived from sample data using a selectable estimator.

Wraps GaussPoint with explicit estimator provenance.

§Examples

use dsfb_rf::fisher_geometry::{GaussPointRobust, RobustManifoldMode};
let samples = [0.1f32, 0.1, 0.1, 0.1, 5.0]; // impulsive outlier
let p = GaussPointRobust::from_samples_mad(&samples).unwrap();
assert!(p.sigma < 0.5); // outlier does not inflate scale

Fields§

§mu: f32

Robust location estimate (median).

§sigma: f32

Robust scale estimate (1.4826 · MAD).

§mode: RobustManifoldMode

Estimator mode used to produce this point.

Implementations§

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impl GaussPointRobust

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pub fn from_samples_gaussian(samples: &[f32]) -> Option<Self>

Construct from samples using standard ML estimators (mean, std).

Returns None if samples is empty.

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pub fn from_samples_mad(samples: &[f32]) -> Option<Self>

Construct from samples using MAD-regularized estimators.

Location: median of samples. Scale: 1.4826 × MAD(samples), floor 1e-9.

Robust against impulsive outliers (Alpha-stable noise, radar pulses). Returns None if samples is empty.

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pub fn to_gauss_point(self) -> GaussPoint

Convert to a GaussPoint for use with fisher_rao_distance.

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impl Clone for GaussPointRobust

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fn clone(&self) -> GaussPointRobust

Returns a duplicate of the value. Read more
1.0.0 · Source§

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

Performs copy-assignment from source. Read more
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impl Debug for GaussPointRobust

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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 GaussPointRobust

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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, 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.