sklears_feature_selection/evaluation/
advanced_evaluation.rs

1//! Advanced evaluation techniques for specialized scenarios
2//!
3//! This module provides stub implementations for advanced evaluation methods.
4//! Full implementations are planned for future releases.
5
6use sklears_core::error::{Result as SklResult, SklearsError};
7
8/// Bayesian evaluation methods (stub implementation)
9#[derive(Debug, Clone)]
10pub struct BayesianEvaluation;
11
12impl BayesianEvaluation {
13    /// bayesian_model_comparison
14    pub fn bayesian_model_comparison(_features1: &[usize], _features2: &[usize]) -> SklResult<f64> {
15        Err(SklearsError::NotImplemented(
16            "BayesianEvaluation::bayesian_model_comparison is not yet implemented".to_string(),
17        ))
18    }
19
20    /// posterior_feature_probability
21    pub fn posterior_feature_probability(_features: &[usize]) -> SklResult<Vec<f64>> {
22        Err(SklearsError::NotImplemented(
23            "BayesianEvaluation::posterior_feature_probability is not yet implemented".to_string(),
24        ))
25    }
26}
27
28/// Causal feature evaluation (stub implementation)
29#[derive(Debug, Clone)]
30pub struct CausalFeatureEvaluation;
31
32impl CausalFeatureEvaluation {
33    /// causal_importance
34    pub fn causal_importance(_features: &[usize]) -> SklResult<Vec<f64>> {
35        Err(SklearsError::NotImplemented(
36            "CausalFeatureEvaluation::causal_importance is not yet implemented".to_string(),
37        ))
38    }
39
40    /// confounding_analysis
41    pub fn confounding_analysis(_features: &[usize]) -> SklResult<f64> {
42        Err(SklearsError::NotImplemented(
43            "CausalFeatureEvaluation::confounding_analysis is not yet implemented".to_string(),
44        ))
45    }
46}
47
48/// Domain-specific evaluation (stub implementation)
49#[derive(Debug, Clone)]
50pub struct DomainSpecificEvaluation;
51
52impl DomainSpecificEvaluation {
53    /// evaluate_for_domain
54    pub fn evaluate_for_domain(_features: &[usize], _domain: &str) -> SklResult<f64> {
55        Err(SklearsError::NotImplemented(
56            "DomainSpecificEvaluation::evaluate_for_domain is not yet implemented".to_string(),
57        ))
58    }
59}
60
61/// Transfer learning evaluation (stub implementation)
62#[derive(Debug, Clone)]
63pub struct TransferLearningEvaluation;
64
65impl TransferLearningEvaluation {
66    /// evaluate_transferability
67    pub fn evaluate_transferability(
68        _source_features: &[usize],
69        _target_features: &[usize],
70    ) -> SklResult<f64> {
71        Err(SklearsError::NotImplemented(
72            "TransferLearningEvaluation::evaluate_transferability is not yet implemented"
73                .to_string(),
74        ))
75    }
76}
77
78/// Online evaluation methods (stub implementation)
79#[derive(Debug, Clone)]
80pub struct OnlineEvaluation;
81
82impl OnlineEvaluation {
83    /// incremental_evaluation
84    pub fn incremental_evaluation(_features: &[usize], _batch_size: usize) -> SklResult<Vec<f64>> {
85        Err(SklearsError::NotImplemented(
86            "OnlineEvaluation::incremental_evaluation is not yet implemented".to_string(),
87        ))
88    }
89
90    /// streaming_performance
91    pub fn streaming_performance(_features: &[usize], _window_size: usize) -> SklResult<Vec<f64>> {
92        Err(SklearsError::NotImplemented(
93            "OnlineEvaluation::streaming_performance is not yet implemented".to_string(),
94        ))
95    }
96}
sklears_feature_selection/evaluation/advanced_evaluation.rs

sklears_feature_selection/evaluation/
advanced_evaluation.rs
