Struct ClusterManager 

pub struct ClusterManager { /* private fields */ }

Manages anomaly clustering.

Implementations

impl ClusterManager

pub fn new(config: ClusteringConfig) -> Self

Creates a new cluster manager.

pub fn assign_cluster<R: Rng>( &mut self, date: NaiveDate, anomaly_type: &str, rng: &mut R, ) -> Option<String>

Determines the cluster ID for a new anomaly.

pub fn assign_cluster_with_context<R: Rng>( &mut self, date: NaiveDate, anomaly_type: &str, account: Option<&str>, entity: Option<&str>, rng: &mut R, ) -> Option<String>

Determines the cluster ID with additional context for relationship preservation.

pub fn add_causal_link(&mut self, cluster_id: &str, link: CausalLink)

Add a causal link to a cluster.

pub fn get_related_account(&self, cluster_id: &str) -> Option<&str>

Get suggested account for relationship preservation within a cluster.

pub fn get_related_entity(&self, cluster_id: &str) -> Option<&str>

Get suggested entity for relationship preservation within a cluster.

pub fn get_cluster_stats(&self, cluster_id: &str) -> Option<&ClusterStats>

Gets cluster statistics.

pub fn all_cluster_stats(&self) -> &HashMap<String, ClusterStats>

Gets all cluster statistics.

pub fn cluster_count(&self) -> usize

Returns the number of clusters created.

pub fn clusters_by_category(&self) -> HashMap<FraudCategory, Vec<&ClusterStats>>

Get cluster statistics by fraud category.