Struct GlmModel

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pub struct GlmModel {
    pub family: Family,
    pub coefficients: Vec<f64>,
    pub fit_intercept: bool,
    pub std_errors: Vec<f64>,
    pub z_values: Vec<f64>,
    pub p_values: Vec<f64>,
    pub n_iter: usize,
    pub converged: bool,
    pub deviance: f64,
    pub n: usize,
}

Expand description

A fitted GLM. coefficients[0] is the intercept when fit_intercept.

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§family: Family§coefficients: Vec<f64>§fit_intercept: bool§std_errors: Vec<f64>§z_values: Vec<f64>

Wald z-statistics (coefficient / std error).

§p_values: Vec<f64>

Two-sided Wald p-values from the Normal CDF.

§n_iter: usize§converged: bool§deviance: f64

Residual deviance Σ unit_deviance(yᵢ, μ̂ᵢ).

§n: usize

Implementations§

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impl GlmModel

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pub fn eta_row(&self, x_row: &[f64]) -> f64

Linear predictor η for one predictor row (length p).

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pub fn predict_row(&self, x_row: &[f64]) -> f64

Predicted mean μ = g⁻¹(η) for one predictor row — a probability for logistic, an expected count for Poisson.

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pub fn predict(&self, x: &[f64], n: usize, p: usize) -> Vec<f64>

Predicted means for a row-major n × p matrix.

Trait Implementations§

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impl Clone for GlmModel

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fn clone(&self) -> GlmModel

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

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impl Debug for GlmModel

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

Formats the value using the given formatter. Read more

Auto Trait Implementations§

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impl UnwindSafe for GlmModel

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impl<S, A> Aggregate<Result<S, Error>> for A
where A: Aggregate<S>,

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fn from_shares<T>(iter: T) -> Result<A, Error>
where T: IntoIterator<Item = Result<S, Error>>,

Aggregate shares in an MPC protocol.

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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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Immutably borrows from an owned value. Read more

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impl<T> BorrowMut<T> for T
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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> Downcast<T> for T

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fn downcast(&self) -> &T

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impl<T> From<T> for T

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Returns the argument unchanged.

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Converts to this type from a reference to the input type.

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impl<T> Instrument for T

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fn instrument(self, span: Span) -> Instrumented<Self>

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Calls U::from(self).

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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

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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

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