Struct RegularizedEnsembleConfig

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pub struct RegularizedEnsembleConfig {Show 13 fields
    pub n_estimators: usize,
    pub alpha_l1: f64,
    pub alpha_l2: f64,
    pub l1_ratio: f64,
    pub weight_optimizer: WeightOptimizer,
    pub dropout_probability: f64,
    pub noise_injection: bool,
    pub noise_variance: f64,
    pub max_iterations: usize,
    pub tolerance: f64,
    pub learning_rate: f64,
    pub weight_decay: f64,
    pub random_state: Option<u64>,
}

Expand description

Configuration for regularized ensemble methods

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§n_estimators: usize

Number of base estimators

§alpha_l1: f64

L1 regularization strength (Lasso)

§alpha_l2: f64

L2 regularization strength (Ridge)

§l1_ratio: f64

Elastic net mixing parameter (0 = Ridge, 1 = Lasso)

§weight_optimizer: WeightOptimizer

Weight optimization algorithm

§dropout_probability: f64

Dropout probability for ensemble training

§noise_injection: bool

Whether to use noise injection for robustness

§noise_variance: f64

Noise variance for injection

§max_iterations: usize

Maximum number of optimization iterations

§tolerance: f64

Convergence tolerance for weight optimization

§learning_rate: f64

Learning rate for gradient-based optimization

§weight_decay: f64

Weight decay factor

§random_state: Option<u64>

Random seed for reproducibility

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impl RegularizedEnsembleConfig

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pub fn builder() -> RegularizedEnsembleConfigBuilder

Trait Implementations§

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impl Clone for RegularizedEnsembleConfig

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fn clone(&self) -> RegularizedEnsembleConfig

Returns a duplicate of the value. Read more

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fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more

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impl Debug for RegularizedEnsembleConfig

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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 RegularizedEnsembleConfig

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fn default() -> Self

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

Auto Trait Implementations§

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impl UnwindSafe for RegularizedEnsembleConfig

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

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

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

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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> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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where U: From<T>,

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fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

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impl<T> IntoEither for T

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fn into_either(self, into_left: bool) -> Either<Self, Self>

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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where F: FnOnce(&Self) -> bool,

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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