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CMLEstimator

Struct CMLEstimator 

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pub struct CMLEstimator<'a, C: Copula> { /* private fields */ }
Available on crate feature estimation only.
Expand description

Canonical Maximum Likelihood (CML) estimator.

Estimates copula parameters using pseudo-observations (empirical marginals).

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impl<'a, C: Copula> CMLEstimator<'a, C>

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pub fn new(copula: &'a C) -> Self

Create a new CML estimator.

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pub fn neg_log_likelihood(&self, pseudo_obs: &DMatrix<f64>) -> Result<f64>

Compute the negative log-likelihood for CML estimation.

§Arguments
  • pseudo_obs - Pseudo-observations (n × d matrix in [0, 1]^d)
§Returns

Negative log-likelihood value

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pub fn fit(&self, data: &DMatrix<f64>) -> Result<f64>

Fit copula parameters using CML (placeholder - requires optimization).

In practice, this would use an optimization library to minimize the negative log-likelihood over the parameter space.

Auto Trait Implementations§

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impl<'a, C> Freeze for CMLEstimator<'a, C>
where &'a C: Freeze,

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impl<'a, C> RefUnwindSafe for CMLEstimator<'a, C>

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impl<'a, C> Send for CMLEstimator<'a, C>
where &'a C: Send,

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impl<'a, C> Sync for CMLEstimator<'a, C>
where &'a C: Sync,

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impl<'a, C> Unpin for CMLEstimator<'a, C>
where &'a C: Unpin,

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impl<'a, C> UnsafeUnpin for CMLEstimator<'a, C>

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impl<'a, C> UnwindSafe for CMLEstimator<'a, C>

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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> 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<T> SendAlias for T

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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> SyncAlias for T

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

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type Error = !

The type returned in the event of a conversion error.
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fn try_from(value: U) -> Result<T, !>

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.