pub struct AnomalyDetector { /* private fields */ }Expand description
Anomaly detector
Implementations§
Source§impl AnomalyDetector
impl AnomalyDetector
Sourcepub fn with_zscore_threshold(self, threshold: f64) -> Self
pub fn with_zscore_threshold(self, threshold: f64) -> Self
Set Z-score threshold
Sourcepub fn with_iqr_multiplier(self, multiplier: f64) -> Self
pub fn with_iqr_multiplier(self, multiplier: f64) -> Self
Set IQR multiplier
Sourcepub fn with_window_size(self, size: usize) -> Self
pub fn with_window_size(self, size: usize) -> Self
Set sliding window size
Sourcepub fn data_count(&self) -> usize
pub fn data_count(&self) -> usize
Get data count
Sourcepub fn has_sufficient_data(&self) -> bool
pub fn has_sufficient_data(&self) -> bool
Check if sufficient data for analysis
Sourcepub fn detect_zscore_outliers(&mut self) -> Vec<Anomaly>
pub fn detect_zscore_outliers(&mut self) -> Vec<Anomaly>
Detect outliers using Z-score method
Sourcepub fn detect_iqr_outliers(&mut self) -> Vec<Anomaly>
pub fn detect_iqr_outliers(&mut self) -> Vec<Anomaly>
Detect outliers using IQR method (robust to heavy tails)
Sourcepub fn detect_change_points(&mut self) -> Vec<ChangePoint>
pub fn detect_change_points(&mut self) -> Vec<ChangePoint>
Detect change points using CUSUM-like algorithm
Sourcepub fn classify_anomaly(&self, anomaly: &Anomaly) -> AnomalyType
pub fn classify_anomaly(&self, anomaly: &Anomaly) -> AnomalyType
Classify anomaly based on context
Sourcepub fn analyze(&mut self) -> AnomalyReport
pub fn analyze(&mut self) -> AnomalyReport
Run all detection methods and generate report
Sourcepub fn detect_realtime(&mut self, new_value: f64) -> Option<Anomaly>
pub fn detect_realtime(&mut self, new_value: f64) -> Option<Anomaly>
Real-time anomaly detection on sliding window
Sourcepub fn get_anomalies(&self) -> &[Anomaly]
pub fn get_anomalies(&self) -> &[Anomaly]
Get all detected anomalies
Sourcepub fn get_change_points(&self) -> &[ChangePoint]
pub fn get_change_points(&self) -> &[ChangePoint]
Get all detected change points
Trait Implementations§
Source§impl Debug for AnomalyDetector
impl Debug for AnomalyDetector
Auto Trait Implementations§
impl Freeze for AnomalyDetector
impl RefUnwindSafe for AnomalyDetector
impl Send for AnomalyDetector
impl Sync for AnomalyDetector
impl Unpin for AnomalyDetector
impl UnsafeUnpin for AnomalyDetector
impl UnwindSafe for AnomalyDetector
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