Enum RobustStrategy 

pub enum RobustStrategy {
    OutlierResistant {
        contamination: Float,
        detection_method: OutlierDetectionMethod,
    },
    TrimmedMean {
        trim_proportion: Float,
    },
    RobustScale {
        scale_estimator: ScaleEstimator,
        location_estimator: LocationEstimator,
    },
    BreakdownPoint {
        breakdown_point: Float,
    },
    InfluenceResistant {
        huber_delta: Float,
        max_iter: usize,
        tolerance: Float,
    },
}

Strategy for robust predictions

Variants

OutlierResistant

Outlier-resistant methods using robust statistics

Fields

contamination: Float

Contamination rate (proportion of outliers expected)

detection_method: OutlierDetectionMethod

Method for outlier detection

TrimmedMean

Trimmed mean baselines removing extreme values

Fields

trim_proportion: Float

Proportion of values to trim from each tail

RobustScale

Robust scale estimation using various estimators

Fields

scale_estimator: ScaleEstimator

Scale estimator to use

location_estimator: LocationEstimator

Location estimator to use

BreakdownPoint

Breakdown point analysis with different robustness levels

Fields

breakdown_point: Float

InfluenceResistant

Influence-resistant methods using M-estimators

Fields

huber_delta: Float

Huber parameter for loss function

max_iter: usize

Maximum number of iterations

tolerance: Float

Convergence tolerance

Trait Implementations

impl Clone for RobustStrategy

fn clone(&self) -> RobustStrategy

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Debug for RobustStrategy

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

Formats the value using the given formatter.

impl PartialEq for RobustStrategy

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

Tests for self and other values to be equal, and is used by ==.

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

Tests for !=. The default implementation is almost always sufficient, and should not be overridden without very good reason.

impl StructuralPartialEq for RobustStrategy