Struct BreakdownPointAnalysis 

pub struct BreakdownPointAnalysis {
    pub estimators: Vec<String>,
    pub contamination_levels: Vec<f64>,
    pub n_simulations: usize,
    pub breakdown_threshold: f64,
    pub random_state: Option<u64>,
}

Breakdown point analysis for robust graph learning methods

Fields

estimators: Vec<String>

Robust estimators to analyze: “median”, “huber”, “tukey”, “trimmed_mean”

contamination_levels: Vec<f64>

Contamination levels to test (0.0 to 0.5)

n_simulations: usize

Number of Monte Carlo simulations

breakdown_threshold: f64

Breakdown threshold (relative change in estimate)

random_state: Option<u64>

Random state for reproducibility

Implementations

impl BreakdownPointAnalysis

pub fn new() -> Self

Create a new breakdown point analysis instance

pub fn estimators(self, estimators: Vec<String>) -> Self

Set the estimators to analyze

pub fn contamination_levels(self, levels: Vec<f64>) -> Self

Set the contamination levels to test

pub fn n_simulations(self, n: usize) -> Self

Set the number of simulations

pub fn breakdown_threshold(self, threshold: f64) -> Self

Set the breakdown threshold

pub fn random_state(self, seed: u64) -> Self

Set the random state

pub fn analyze_graph_breakdown( &self, X: &ArrayView2<'_, f64>, ) -> Result<HashMap<String, BreakdownResult>, SklearsError>

Analyze breakdown points for robust graph construction

Trait Implementations

impl Clone for BreakdownPointAnalysis

fn clone(&self) -> BreakdownPointAnalysis

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Default for BreakdownPointAnalysis

fn default() -> Self

Returns the “default value” for a type.