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sklears_feature_selection/evaluation/
statistical_testing.rs

1//! Statistical significance testing for feature selection evaluation
2//!
3//! This module provides stub implementations for statistical testing methods.
4//! Full implementations are planned for future releases.
5
6use sklears_core::error::{Result as SklResult, SklearsError};
7
8/// Statistical testing framework (stub implementation)
9#[derive(Debug, Clone)]
10pub struct StatisticalTesting;
11
12impl StatisticalTesting {
13    /// test_significance
14    pub fn test_significance(_features: &[usize]) -> SklResult<f64> {
15        Err(SklearsError::NotImplemented(
16            "StatisticalTesting::test_significance is not yet implemented".to_string(),
17        ))
18    }
19}
20
21/// Permutation tests (stub implementation)
22#[derive(Debug, Clone)]
23pub struct PermutationTests;
24
25impl PermutationTests {
26    /// permutation_test
27    pub fn permutation_test(_features: &[usize], _n_permutations: usize) -> SklResult<f64> {
28        Err(SklearsError::NotImplemented(
29            "PermutationTests::permutation_test is not yet implemented".to_string(),
30        ))
31    }
32}
33
34/// Significance analysis (stub implementation)
35#[derive(Debug, Clone)]
36pub struct SignificanceAnalysis;
37
38impl SignificanceAnalysis {
39    /// analyze_significance
40    pub fn analyze_significance(_features: &[usize]) -> SklResult<Vec<f64>> {
41        Err(SklearsError::NotImplemented(
42            "SignificanceAnalysis::analyze_significance is not yet implemented".to_string(),
43        ))
44    }
45}
46
47/// Multiple comparisons correction (stub implementation)
48#[derive(Debug, Clone)]
49pub struct MultipleComparisonsCorrection;
50
51impl MultipleComparisonsCorrection {
52    /// bonferroni_correction
53    pub fn bonferroni_correction(_p_values: &[f64]) -> SklResult<Vec<f64>> {
54        Err(SklearsError::NotImplemented(
55            "MultipleComparisonsCorrection::bonferroni_correction is not yet implemented"
56                .to_string(),
57        ))
58    }
59
60    /// fdr_correction
61    pub fn fdr_correction(_p_values: &[f64]) -> SklResult<Vec<f64>> {
62        Err(SklearsError::NotImplemented(
63            "MultipleComparisonsCorrection::fdr_correction is not yet implemented".to_string(),
64        ))
65    }
66}
67
68/// Power analysis (stub implementation)
69#[derive(Debug, Clone)]
70pub struct PowerAnalysis;
71
72impl PowerAnalysis {
73    /// compute_power
74    pub fn compute_power(_effect_size: f64, _sample_size: usize) -> SklResult<f64> {
75        Err(SklearsError::NotImplemented(
76            "PowerAnalysis::compute_power is not yet implemented".to_string(),
77        ))
78    }
79}