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MultipleRegressionResult

u_analytics::regression

Struct MultipleRegressionResult

pub struct MultipleRegressionResult {Show 14 fields
    pub coefficients: Vec<f64>,
    pub std_errors: Vec<f64>,
    pub t_statistics: Vec<f64>,
    pub p_values: Vec<f64>,
    pub r_squared: f64,
    pub adjusted_r_squared: f64,
    pub f_statistic: f64,
    pub f_p_value: f64,
    pub residual_se: f64,
    pub residuals: Vec<f64>,
    pub fitted: Vec<f64>,
    pub vif: Vec<f64>,
    pub n: usize,
    pub p: usize,
}

Expand description

Result of a multiple linear regression: y = Xβ + ε.

Fields§

§coefficients: Vec<f64>

Coefficient vector [β₀, β₁, …, βₚ] (intercept first).

§std_errors: Vec<f64>

Standard errors of coefficients.

§t_statistics: Vec<f64>

t-statistics for each coefficient.

§p_values: Vec<f64>

p-values for each coefficient.

§r_squared: f64

Coefficient of determination (R²).

§adjusted_r_squared: f64

Adjusted R² = 1 - (1-R²)(n-1)/(n-p-1).

§f_statistic: f64

F-statistic for overall significance.

§f_p_value: f64

p-value for F-statistic.

§residual_se: f64

Residual standard error.

§residuals: Vec<f64>

Residuals.

§fitted: Vec<f64>

Fitted values.

§vif: Vec<f64>

VIF (Variance Inflation Factor) for each predictor (excludes intercept).

§n: usize

Sample size.

§p: usize

Number of predictors (excluding intercept).

Trait Implementations§

impl Clone for MultipleRegressionResult

fn clone(&self) -> MultipleRegressionResult

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

impl Debug for MultipleRegressionResult

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

Formats the value using the given formatter. Read more

Auto Trait Implementations§

impl Freeze for MultipleRegressionResult

impl RefUnwindSafe for MultipleRegressionResult

impl Send for MultipleRegressionResult

impl Sync for MultipleRegressionResult

impl Unpin for MultipleRegressionResult

impl UnsafeUnpin for MultipleRegressionResult

impl UnwindSafe for MultipleRegressionResult

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<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> 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> 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