sklears_feature_selection/evaluation/
robustness_evaluation.rs

1//! Robustness evaluation for feature selection methods
2//!
3//! This module provides stub implementations for robustness evaluation.
4//! Full implementations are planned for future releases.
5
6use sklears_core::error::{Result as SklResult, SklearsError};
7
8/// Robustness evaluation framework (stub implementation)
9#[derive(Debug, Clone)]
10pub struct RobustnessEvaluation;
11
12impl RobustnessEvaluation {
13    /// evaluate_robustness
14    pub fn evaluate_robustness(_features: &[usize]) -> SklResult<f64> {
15        Err(SklearsError::NotImplemented(
16            "RobustnessEvaluation::evaluate_robustness is not yet implemented".to_string(),
17        ))
18    }
19}
20
21/// Noise resistance testing (stub implementation)
22#[derive(Debug, Clone)]
23pub struct NoiseResistance;
24
25impl NoiseResistance {
26    /// test_noise_resistance
27    pub fn test_noise_resistance(_features: &[usize], _noise_level: f64) -> SklResult<f64> {
28        Err(SklearsError::NotImplemented(
29            "NoiseResistance::test_noise_resistance is not yet implemented".to_string(),
30        ))
31    }
32}
33
34/// Outlier sensitivity analysis (stub implementation)
35#[derive(Debug, Clone)]
36pub struct OutlierSensitivity;
37
38impl OutlierSensitivity {
39    /// test_outlier_sensitivity
40    pub fn test_outlier_sensitivity(_features: &[usize], _outlier_fraction: f64) -> SklResult<f64> {
41        Err(SklearsError::NotImplemented(
42            "OutlierSensitivity::test_outlier_sensitivity is not yet implemented".to_string(),
43        ))
44    }
45}
46
47/// Parameter sensitivity analysis (stub implementation)
48#[derive(Debug, Clone)]
49pub struct ParameterSensitivity;
50
51impl ParameterSensitivity {
52    /// test_parameter_sensitivity
53    pub fn test_parameter_sensitivity(
54        _features: &[usize],
55        _parameter_variations: &[f64],
56    ) -> SklResult<Vec<f64>> {
57        Err(SklearsError::NotImplemented(
58            "ParameterSensitivity::test_parameter_sensitivity is not yet implemented".to_string(),
59        ))
60    }
61}
62
63/// Stability under perturbation (stub implementation)
64#[derive(Debug, Clone)]
65pub struct StabilityUnderPerturbation;
66
67impl StabilityUnderPerturbation {
68    /// test_stability
69    pub fn test_stability(_features: &[usize], _perturbation_level: f64) -> SklResult<f64> {
70        Err(SklearsError::NotImplemented(
71            "StabilityUnderPerturbation::test_stability is not yet implemented".to_string(),
72        ))
73    }
74}
sklears_feature_selection/evaluation/robustness_evaluation.rs

sklears_feature_selection/evaluation/
robustness_evaluation.rs
