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LassoFitOptions

Struct LassoFitOptions 

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pub struct LassoFitOptions {
    pub lambda: f64,
    pub intercept: bool,
    pub standardize: bool,
    pub max_iter: usize,
    pub tol: f64,
    pub penalty_factor: Option<Vec<f64>>,
    pub warm_start: Option<Vec<f64>>,
    pub weights: Option<Vec<f64>>,
}
Expand description

Options for lasso regression fitting.

Configuration options for lasso regression (L1-regularized linear regression).

§Fields

  • lambda - Regularization strength (≥ 0, higher = more sparsity)
  • intercept - Whether to include an intercept term
  • standardize - Whether to standardize predictors to unit variance
  • max_iter - Maximum coordinate descent iterations
  • tol - Convergence tolerance on coefficient changes
  • penalty_factor - Optional per-feature penalty multipliers
  • warm_start - Optional initial coefficient values for warm starts
  • weights - Optional observation weights

§Example

let options = LassoFitOptions {
    lambda: 0.1,
    intercept: true,
    standardize: true,
    ..Default::default()
};

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§lambda: f64§intercept: bool§standardize: bool§max_iter: usize§tol: f64§penalty_factor: Option<Vec<f64>>§warm_start: Option<Vec<f64>>§weights: Option<Vec<f64>>

Trait Implementations§

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impl Clone for LassoFitOptions

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fn clone(&self) -> LassoFitOptions

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
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impl Debug for LassoFitOptions

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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 Default for LassoFitOptions

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fn default() -> Self

Returns the “default value” for a type. Read more

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fn borrow(&self) -> &T

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

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impl<T> CloneToUninit for T
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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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