Enum EnsembleEvaluationStrategy

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pub enum EnsembleEvaluationStrategy {
    OutOfBag {
        bootstrap_samples: usize,
        confidence_level: Float,
    },
    EnsembleCrossValidation {
        cv_strategy: EnsembleCVStrategy,
        n_folds: usize,
    },
    DiversityEvaluation {
        diversity_measures: Vec<DiversityMeasure>,
        diversity_threshold: Float,
    },
    StabilityAnalysis {
        n_bootstrap_samples: usize,
        stability_metrics: Vec<StabilityMetric>,
    },
    ProgressiveEvaluation {
        ensemble_sizes: Vec<usize>,
        selection_strategy: ProgressiveSelectionStrategy,
    },
    MultiObjectiveEvaluation {
        objectives: Vec<EvaluationObjective>,
        trade_off_analysis: bool,
    },
}

Expand description

Ensemble evaluation strategies

Variants§

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OutOfBag

Out-of-bag evaluation for bootstrap-based ensembles

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§bootstrap_samples: usize

§confidence_level: Float

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EnsembleCrossValidation

Ensemble-specific cross-validation

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§cv_strategy: EnsembleCVStrategy

§n_folds: usize

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DiversityEvaluation

Diversity-based evaluation

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§diversity_measures: Vec<DiversityMeasure>

§diversity_threshold: Float

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StabilityAnalysis

Stability analysis across different data splits

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§n_bootstrap_samples: usize

§stability_metrics: Vec<StabilityMetric>

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ProgressiveEvaluation

Progressive ensemble evaluation

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§ensemble_sizes: Vec<usize>

§selection_strategy: ProgressiveSelectionStrategy

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MultiObjectiveEvaluation

Multi-objective ensemble evaluation

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§objectives: Vec<EvaluationObjective>

§trade_off_analysis: bool

Trait Implementations§

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impl Clone for EnsembleEvaluationStrategy

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fn clone(&self) -> EnsembleEvaluationStrategy

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 EnsembleEvaluationStrategy

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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 EnsembleEvaluationStrategy

Blanket Implementations§

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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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impl<T, U> Into for T
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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fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
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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