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MultiFregreLmResult

fdars_core::scalar_on_function

Struct MultiFregreLmResult 

Source 
#[non_exhaustive]
pub struct MultiFregreLmResult {
Show 13 fields
    pub intercept: f64,
    pub beta_t: Vec<Vec<f64>>,
    pub gamma: Vec<f64>,
    pub fitted_values: Vec<f64>,
    pub residuals: Vec<f64>,
    pub r_squared: f64,
    pub r_squared_adj: f64,
    pub ncomp: Vec<usize>,
    pub fpcas: Vec<FpcaResult>,
    pub coefficients: Vec<f64>,
    pub residual_se: f64,
    pub aic: f64,
    pub bic: f64,

}
Expand description

Result of multi-predictor functional linear regression.

Fields (Non-exhaustive)§

This struct is marked as non-exhaustive
Non-exhaustive structs could have additional fields added in future. Therefore, non-exhaustive structs cannot be constructed in external crates using the traditional Struct { .. } syntax; cannot be matched against without a wildcard ..; and struct update syntax will not work.
§intercept: f64

Intercept α

§beta_t: Vec<Vec<f64>>

Functional coefficients beta_k(t) for each predictor, each length m_k.

§gamma: Vec<f64>

Scalar coefficients γ (one per scalar covariate)

§fitted_values: Vec<f64>

Fitted values ŷ (length n)

§residuals: Vec<f64>

Residuals y - ŷ (length n)

§r_squared: f64

R²

§r_squared_adj: f64

Adjusted R²

§ncomp: Vec<usize>

Number of FPC components used per functional predictor

§fpcas: Vec<FpcaResult>

FPCA results for each functional predictor (for projection)

§coefficients: Vec<f64>

Regression coefficients [intercept, scores_1…, scores_2…, …, scalars…]

§residual_se: f64

Residual standard error

§aic: f64

AIC

§bic: f64

BIC

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impl MultiFregreLmResult

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pub fn predict( &self, new_predictors: &[&FdMatrix], new_scalar: Option<&FdMatrix>, ) -> Result<Vec<f64>, FdarError>

Predict new responses. Delegates to predict_fregre_lm_multi.

§Errors

Returns FdarError if prediction fails due to dimension mismatches.

Trait Implementations§

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impl Clone for MultiFregreLmResult

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fn clone(&self) -> MultiFregreLmResult

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 MultiFregreLmResult

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

Formats the value using the given formatter. Read more
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impl PartialEq for MultiFregreLmResult

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

Equality operator ==. Read more
1.0.0 (const: unstable) · Source§

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

Inequality operator !=. Read more
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impl StructuralPartialEq for MultiFregreLmResult

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🔬This is a nightly-only experimental API. (clone_to_uninit)
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