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MixedCPD

causal_hub::models

Enum MixedCPD

#[non_exhaustive]pub enum MixedCPD {
    Categorical(CatCPD),
    Gaussian(GaussCPD),
}

Expand description

The parameters of a mixed CPD.

Variants (Non-exhaustive)§

This enum is marked as non-exhaustive

Non-exhaustive enums could have additional variants added in future. Therefore, when matching against variants of non-exhaustive enums, an extra wildcard arm must be added to account for any future variants.

Categorical(CatCPD)

Categorical CPD.

Gaussian(GaussCPD)

Gaussian CPD.

Trait Implementations§

impl AbsDiffEq for MixedCPD

type Epsilon = f64

Used for specifying relative comparisons.

fn default_epsilon() -> Self::Epsilon

The default tolerance to use when testing values that are close together. Read more

fn abs_diff_eq(&self, other: &Self, epsilon: Self::Epsilon) -> bool

A test for equality that uses the absolute difference to compute the approximate equality of two numbers.

fn abs_diff_ne(&self, other: &Rhs, epsilon: Self::Epsilon) -> bool

The inverse of AbsDiffEq::abs_diff_eq.

impl CPD for MixedCPD

type Sample = MixedSample

The type of the samples.

type Support = MixedSupport

The type of the support metadata (variable ranges / state sets).

type Parameters = MixedCPD

The type of the parameters.

type Statistics = MixedCPDS

The type of the sufficient statistics.

fn conditioning_labels(&self) -> &Labels

Returns the labels of the conditioned variables. Read more

fn support(&self) -> Cow<'_, Self::Support>

Returns the support metadata of the CPD. Read more

fn conditioning_support(&self) -> Cow<'_, Self::Support>

Returns the conditioning support metadata of the CPD. Read more

fn parameters(&self) -> &Self::Parameters

Returns the parameters. Read more

fn parameters_size(&self) -> usize

Returns the parameters size. Read more

fn fitted_statistics(&self) -> Option<Cow<'_, Self::Statistics>>

Returns the sufficient statistics, if any. Read more

fn fitted_log_likelihood(&self) -> Option<f64>

Returns the log-likelihood of the fitted dataset, if any. Read more

fn pf(&self, x: &Self::Sample, z: &Self::Sample) -> Result<f64>

Returns the value of probability (mass or density) function for P(X = x | Z = z). Read more

fn sample<R: Rng>(&self, rng: &mut R, z: &Self::Sample) -> Result<Self::Sample>

Samples from the conditional distribution P(X | Z = z). Read more

impl CPDEstimator<MixedCPD> for BE<'_, MixedTable, ()>

fn fit(&self, x: &Set<usize>, z: &Set<usize>) -> Result<MixedCPD>

Fits the estimator to the dataset and returns a CPD. Read more

impl CPDEstimator<MixedCPD> for BE<'_, MixedIncTable, ()>

fn fit(&self, x: &Set<usize>, z: &Set<usize>) -> Result<MixedCPD>

Fits the estimator to the dataset and returns a CPD. Read more

impl CPDEstimator<MixedCPD> for BE<'_, MixedWtdTable, ()>

fn fit(&self, x: &Set<usize>, z: &Set<usize>) -> Result<MixedCPD>

Fits the estimator to the dataset and returns a CPD. Read more

impl CPDEstimator<MixedCPD> for MLE<'_, MixedTable>

fn fit(&self, x: &Set<usize>, z: &Set<usize>) -> Result<MixedCPD>

Fits the estimator to the dataset and returns a CPD. Read more

impl CPDEstimator<MixedCPD> for MLE<'_, MixedIncTable>

fn fit(&self, x: &Set<usize>, z: &Set<usize>) -> Result<MixedCPD>

Fits the estimator to the dataset and returns a CPD. Read more

impl CPDEstimator<MixedCPD> for MLE<'_, MixedWtdTable>

fn fit(&self, x: &Set<usize>, z: &Set<usize>) -> Result<MixedCPD>

Fits the estimator to the dataset and returns a CPD. Read more

impl Clone for MixedCPD

fn clone(&self) -> MixedCPD

Returns a duplicate of the value. Read more

1.0.0 (const: unstable) · Source§

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

Performs copy-assignment from source. Read more

impl Debug for MixedCPD

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

Formats the value using the given formatter. Read more

impl<'de> Deserialize<'de> for MixedCPD

fn deserialize<D>(deserializer: D) -> Result<Self, D::Error>
where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer. Read more

impl From<CatCPD> for MixedCPD

fn from(distribution: CatCPD) -> Self

Converts to this type from the input type.

impl From<GaussCPD> for MixedCPD

fn from(distribution: GaussCPD) -> Self

Converts to this type from the input type.

impl HasLabels for MixedCPD

fn labels(&self) -> &Labels

Returns the labels of the variables. Read more

fn label_to_index(&self, x: &str) -> Result<usize>

Return the variable index for a given label. Read more

fn index_to_label(&self, x: usize) -> Result<&str>

Return the label for a given variable index. Read more

fn index_to(&self, x: usize, other: &Labels) -> Result<usize>

Maps an index from this model to another model with the same label. Read more

fn indices_to(&self, x: &Set<usize>, other: &Labels) -> Result<Set<usize>>

Maps a set of indices from this model to another model with the same labels. Read more

fn index_from(&self, x: usize, other: &Labels) -> Result<usize>

Maps an index from another model to this model with the same label. Read more

fn indices_from(&self, x: &Set<usize>, other: &Labels) -> Result<Set<usize>>

Maps a set of indices from another model to this model with the same labels. Read more

impl ParCPDEstimator<MixedCPD> for BE<'_, MixedTable, ()>

fn par_fit(&self, x: &Set<usize>, z: &Set<usize>) -> Result<MixedCPD>

Fits the estimator to the dataset and returns a CPD in parallel. Read more

impl ParCPDEstimator<MixedCPD> for BE<'_, MixedIncTable, ()>

fn par_fit(&self, x: &Set<usize>, z: &Set<usize>) -> Result<MixedCPD>

Fits the estimator to the dataset and returns a CPD in parallel. Read more

impl ParCPDEstimator<MixedCPD> for BE<'_, MixedWtdTable, ()>

fn par_fit(&self, x: &Set<usize>, z: &Set<usize>) -> Result<MixedCPD>

Fits the estimator to the dataset and returns a CPD in parallel. Read more

impl ParCPDEstimator<MixedCPD> for MLE<'_, MixedTable>

fn par_fit(&self, x: &Set<usize>, z: &Set<usize>) -> Result<MixedCPD>

Fits the estimator to the dataset and returns a CPD in parallel. Read more

impl ParCPDEstimator<MixedCPD> for MLE<'_, MixedIncTable>

fn par_fit(&self, x: &Set<usize>, z: &Set<usize>) -> Result<MixedCPD>

Fits the estimator to the dataset and returns a CPD in parallel. Read more

impl ParCPDEstimator<MixedCPD> for MLE<'_, MixedWtdTable>

fn par_fit(&self, x: &Set<usize>, z: &Set<usize>) -> Result<MixedCPD>

Fits the estimator to the dataset and returns a CPD in parallel. Read more

impl PartialEq for MixedCPD

fn eq(&self, other: &Self) -> bool

Equality operator ==. Read more

1.0.0 (const: unstable) · Source§

fn ne(&self, other: &Rhs) -> bool

Inequality operator !=. Read more

impl RelativeEq for MixedCPD

fn default_max_relative() -> Self::Epsilon

The default relative tolerance for testing values that are far-apart. Read more

fn relative_eq( &self, other: &Self, epsilon: Self::Epsilon, max_relative: Self::Epsilon, ) -> bool

A test for equality that uses a relative comparison if the values are far apart.

fn relative_ne( &self, other: &Rhs, epsilon: Self::Epsilon, max_relative: Self::Epsilon, ) -> bool

The inverse of RelativeEq::relative_eq.

impl Serialize for MixedCPD

fn serialize<S>(&self, serializer: S) -> Result<S::Ok, S::Error>
where S: Serializer,

Serialize this value into the given Serde serializer. Read more

Auto Trait Implementations§

impl Freeze for MixedCPD

impl RefUnwindSafe for MixedCPD

impl Send for MixedCPD

impl Sync for MixedCPD

impl Unpin for MixedCPD

impl UnsafeUnpin for MixedCPD

impl UnwindSafe for MixedCPD

Blanket Implementations§

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

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more

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

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

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

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

Mutably borrows from an owned value. Read more

impl<ST, DT> CastableFrom<ST, Initialized, Initialized> for DT
where ST: ?Sized, DT: ?Sized,

impl<ST, DT> CastableFrom<ST, Uninit, Uninit> for DT
where ST: ?Sized, DT: ?Sized,

impl<T> CloneToUninit for T
where T: Clone,

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

impl<T> DeserializeOwned for T
where T: for<'de> Deserialize<'de>,

impl<T> From<T> for T

fn from(t: T) -> T

Returns the argument unchanged.

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

fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

impl<T> IntoEither for T

fn into_either(self, into_left: bool) -> Either<Self, Self> ⓘ

Converts self into a Left variant of Either<Self, Self> if into_left is true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more

fn into_either_with<F>(self, into_left: F) -> Either<Self, Self> ⓘ
where F: FnOnce(&Self) -> bool,

Converts self into a Left variant of Either<Self, Self> if into_left(&self) returns true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more

impl<T> Pointable for T

const ALIGN: usize

The alignment of pointer.

type Init = T

The type for initializers.

unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more

unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more

unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more

unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more

impl<T> Read<Exclusive, BecauseExclusive> for T
where T: ?Sized,

impl<T> ToOwned for T
where T: Clone,

type Owned = T

The resulting type after obtaining ownership.

fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more

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

Uses borrowed data to replace owned data, usually by cloning. Read more

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

type Error = Infallible

The type returned in the event of a conversion error.

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

Performs the conversion.

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

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

The type returned in the event of a conversion error.

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

Performs the conversion.

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

fn vzip(self) -> V