RobustPreprocessorConfig

Struct RobustPreprocessorConfig 

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pub struct RobustPreprocessorConfig {
Show 14 fields pub strategy: RobustStrategy, pub enable_outlier_detection: bool, pub enable_outlier_transformation: bool, pub enable_outlier_imputation: bool, pub enable_robust_scaling: bool, pub outlier_threshold: Option<Float>, pub detection_method: OutlierDetectionMethod, pub transformation_method: OutlierTransformationMethod, pub contamination_rate: Float, pub adaptive_thresholds: bool, pub quantile_range: (Float, Float), pub with_centering: bool, pub with_scaling: bool, pub parallel: bool,
}
Expand description

Configuration for robust preprocessing

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§strategy: RobustStrategy

Overall robust strategy

§enable_outlier_detection: bool

Whether to enable outlier detection

§enable_outlier_transformation: bool

Whether to enable outlier transformation

§enable_outlier_imputation: bool

Whether to enable outlier-aware imputation

§enable_robust_scaling: bool

Whether to enable robust scaling

§outlier_threshold: Option<Float>

Outlier detection threshold (adaptive if None)

§detection_method: OutlierDetectionMethod

Outlier detection method

§transformation_method: OutlierTransformationMethod

Transformation method for outliers

§contamination_rate: Float

Contamination rate (expected proportion of outliers)

§adaptive_thresholds: bool

Whether to use adaptive thresholds

§quantile_range: (Float, Float)

Quantile range for robust scaling

§with_centering: bool

Whether to center data in robust scaling

§with_scaling: bool

Whether to scale data in robust scaling

§parallel: bool

Parallel processing configuration

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impl RobustPreprocessorConfig

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pub fn conservative() -> Self

Create configuration for conservative robust preprocessing

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pub fn moderate() -> Self

Create configuration for moderate robust preprocessing

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pub fn aggressive() -> Self

Create configuration for aggressive robust preprocessing

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pub fn custom() -> Self

Create custom configuration

Trait Implementations§

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impl Clone for RobustPreprocessorConfig

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fn clone(&self) -> RobustPreprocessorConfig

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 RobustPreprocessorConfig

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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 RobustPreprocessorConfig

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fn default() -> Self

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

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