Struct rusty_machine::learning::glm::Binomial

source · [−]

pub struct Binomial { /* private fields */ }

Expand description

The Binomial regression family.

Trait Implementations

source

impl Criterion for Binomial

type Link = Logit

The link function of the GLM Criterion.

source

fn model_variance(&self, mu: f64) -> f64

The variance of the regression family.

source

fn initialize_mu(&self, y: &[f64]) -> Vec<f64>

Initializes the mean value. Read more

source

fn compute_working_weight(&self, mu: &[f64]) -> Vec<f64>

Computes the working weights that make up the diagonal of the W matrix used in the iterative reweighted least squares algorithm. Read more

source

fn compute_y_bar(&self, y: &[f64], mu: &[f64]) -> Vec<f64>

Computes the adjustment to the fitted values used during fitting. Read more

source

fn apply_link_func(&self, vec: Vector<f64>) -> Vector<f64>

Applies the link function to a vector.

source

fn apply_link_inv(&self, vec: Vector<f64>) -> Vector<f64>

Applies the inverse of the link function to a vector.

source

fn link_grad(&self, mu: f64) -> f64

Computes the gradient of the link function.

source

impl Debug for Binomial

source

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

Formats the value using the given formatter. Read more

Auto Trait Implementations

impl RefUnwindSafe for Binomial

impl Send for Binomial

impl Sync for Binomial

impl Unpin for Binomial

impl UnwindSafe for Binomial

Blanket Implementations

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

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more

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

const: unstable

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

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

const: unstable

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

Mutably borrows from an owned value. Read more

impl<T> From<T> for T

const: unstable

fn from(t: T) -> T

Returns the argument unchanged.

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

const: unstable

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, U> TryFrom for Twhere
U: Into<T>,

type Error = Infallible

The type returned in the event of a conversion error.

const: unstable

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

Performs the conversion.

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

type Error = >::Error

The type returned in the event of a conversion error.

const: unstable

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

Performs the conversion.

source

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

source

Struct rusty_machine::learning::glm::Binomial

Trait Implementations

impl Criterion for Binomial

type Link = Logit

fn model_variance(&self, mu: f64) -> f64

fn initialize_mu(&self, y: &[f64]) -> Vec<f64>

fn compute_working_weight(&self, mu: &[f64]) -> Vec<f64>

fn compute_y_bar(&self, y: &[f64], mu: &[f64]) -> Vec<f64>

fn apply_link_func(&self, vec: Vector<f64>) -> Vector<f64>

fn apply_link_inv(&self, vec: Vector<f64>) -> Vector<f64>

fn link_grad(&self, mu: f64) -> f64

impl Debug for Binomial

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

Auto Trait Implementations

impl RefUnwindSafe for Binomial

impl Send for Binomial

impl Sync for Binomial

impl Unpin for Binomial

impl UnwindSafe for Binomial

Blanket Implementations

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

fn type_id(&self) -> TypeId

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

fn borrow(&self) -> &T

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

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

impl<T> From<T> for T

fn from(t: T) -> T

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

fn into(self) -> U

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

type Error = Infallible

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

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

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

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

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

fn vzip(self) -> V

Struct rusty_machine::learning::glm::Binomial

Trait Implementations

impl Criterion for Binomial

type Link = Logit

fn model_variance(&self, mu: f64) -> f64

fn initialize_mu(&self, y: &[f64]) -> Vec<f64>

fn compute_working_weight(&self, mu: &[f64]) -> Vec<f64>

fn compute_y_bar(&self, y: &[f64], mu: &[f64]) -> Vec<f64>

fn apply_link_func(&self, vec: Vector<f64>) -> Vector<f64>

fn apply_link_inv(&self, vec: Vector<f64>) -> Vector<f64>

fn link_grad(&self, mu: f64) -> f64

impl Debug for Binomial

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

Auto Trait Implementations

impl RefUnwindSafe for Binomial

impl Send for Binomial

impl Sync for Binomial

impl Unpin for Binomial

impl UnwindSafe for Binomial

Blanket Implementations

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

fn type_id(&self) -> TypeId

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

fn borrow(&self) -> &T

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

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

impl<T> From<T> for T

fn from(t: T) -> T

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

fn into(self) -> U

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

type Error = Infallible

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

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

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

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

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

fn vzip(self) -> V

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

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

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

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

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

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

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