MLE

causal_hub::estimators

Struct MLE 

Source 
pub struct MLE<'a, D> { /* private fields */ }
Expand description

A struct representing a maximum likelihood estimator.

Implementations§

Source§

impl<'a, D> MLE<'a, D>

Source

pub const fn new(dataset: &'a D) -> Self

Creates a new maximum likelihood estimator.

§Arguments
  • dataset - A reference to the dataset to fit the estimator to.
§Returns

A new MaximumLikelihoodEstimator instance.

Trait Implementations§

Source§

impl CIMEstimator<CatCIM> for MLE<'_, CatTrj>

Source§

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

Fits the estimator to the dataset and returns a CIM. Read more
Source§

impl CIMEstimator<CatCIM> for MLE<'_, CatTrjs>

Source§

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

Fits the estimator to the dataset and returns a CIM. Read more
Source§

impl CIMEstimator<CatCIM> for MLE<'_, CatWtdTrj>

Source§

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

Fits the estimator to the dataset and returns a CIM. Read more
Source§

impl CIMEstimator<CatCIM> for MLE<'_, CatWtdTrjs>

Source§

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

Fits the estimator to the dataset and returns a CIM. Read more
Source§

impl CPDEstimator<CatCPD> for MLE<'_, CatTable>

Source§

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

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

impl CPDEstimator<CatCPD> for MLE<'_, CatWtdTable>

Source§

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

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

impl CPDEstimator<GaussCPD> for MLE<'_, GaussTable>

Source§

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

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

impl CPDEstimator<GaussCPD> for MLE<'_, GaussWtdTable>

Source§

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

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

impl<'a, D: Clone> Clone for MLE<'a, D>

Source§

fn clone(&self) -> MLE<'a, D>

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
Source§

impl<'a, D: Debug> Debug for MLE<'a, D>

Source§

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

Formats the value using the given formatter. Read more
Source§

impl<D> Labelled for MLE<'_, D>
where D: Labelled,

Source§

fn labels(&self) -> &Labels

Returns the labels of the variables. Read more
Source§

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

Return the variable index for a given label. Read more
Source§

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

Return the label for a given variable index. Read more
Source§

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

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

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

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

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

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

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

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

impl ParCIMEstimator<CatCIM> for MLE<'_, CatTrjs>

Source§

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

Fits the estimator to the dataset and returns a CIM in parallel. Read more
Source§

impl ParCIMEstimator<CatCIM> for MLE<'_, CatWtdTrjs>

Source§

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

Fits the estimator to the dataset and returns a CIM in parallel. Read more
Source§

impl ParCPDEstimator<CatCPD> for MLE<'_, CatTable>

Source§

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

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

impl ParCPDEstimator<CatCPD> for MLE<'_, CatWtdTable>

Source§

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

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

impl ParCPDEstimator<GaussCPD> for MLE<'_, GaussTable>

Source§

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

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

impl ParCPDEstimator<GaussCPD> for MLE<'_, GaussWtdTable>

Source§

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

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

impl<'a, D: Copy> Copy for MLE<'a, D>

Auto Trait Implementations§

§

impl<'a, D> Freeze for MLE<'a, D>

§

impl<'a, D> RefUnwindSafe for MLE<'a, D>
where D: RefUnwindSafe,

§

impl<'a, D> Send for MLE<'a, D>
where D: Sync,

§

impl<'a, D> Sync for MLE<'a, D>
where D: Sync,

§

impl<'a, D> Unpin for MLE<'a, D>

§

impl<'a, D> UnwindSafe for MLE<'a, D>
where D: RefUnwindSafe,

Blanket Implementations§

Source§

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

Source§

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
Source§

impl<T> AsOut<T> for T
where T: Copy,

Source§

fn as_out(&mut self) -> Out<'_, T>

Returns an out reference to self.
Source§

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

Source§

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
Source§

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

Source§

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

Mutably borrows from an owned value. Read more
Source§

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

Source§

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
Source§

impl<T> From<T> for T

Source§

fn from(t: T) -> T

Returns the argument unchanged.

Source§

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

Source§

fn into(self) -> U

Calls U::from(self).

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

Source§

impl<T> IntoEither for T

Source§

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
Source§

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
Source§

impl<T> Pointable for T

Source§

const ALIGN: usize

The alignment of pointer.
Source§

type Init = T

The type for initializers.
Source§

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

Initializes a with the given initializer. Read more
Source§

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

Dereferences the given pointer. Read more
Source§

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

Mutably dereferences the given pointer. Read more
Source§

unsafe fn drop(ptr: usize)

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

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

Source§

type Owned = T

The resulting type after obtaining ownership.
Source§

fn to_owned(&self) -> T

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

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

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

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

Source§

type Error = Infallible

The type returned in the event of a conversion error.
Source§

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

Performs the conversion.
Source§

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

Source§

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

The type returned in the event of a conversion error.
Source§

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

Performs the conversion.
Source§

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

Source§

fn vzip(self) -> V

Source§

impl<T> ErasedDestructor for T
where T: 'static,