pub struct TopicBasedClustering { /* private fields */ }Expand description
Topic modeling-based clustering using semantic similarity
Implementations§
Source§impl TopicBasedClustering
impl TopicBasedClustering
Sourcepub fn new(config: SemanticClusteringConfig, n_topics: usize) -> Self
pub fn new(config: SemanticClusteringConfig, n_topics: usize) -> Self
Create a new topic-based clusterer
Sourcepub fn fit(&mut self, text_repr: &TextRepresentation) -> Result<()>
pub fn fit(&mut self, text_repr: &TextRepresentation) -> Result<()>
Fit topic-based clustering (simplified NMF-like approach)
Sourcepub fn predict(&self, text_repr: &TextRepresentation) -> Result<Array1<usize>>
pub fn predict(&self, text_repr: &TextRepresentation) -> Result<Array1<usize>>
Get cluster assignments based on dominant topics
Sourcepub fn document_topic_distributions(&self) -> Option<&Array2<f64>>
pub fn document_topic_distributions(&self) -> Option<&Array2<f64>>
Get document-topic distributions
Auto Trait Implementations§
impl Freeze for TopicBasedClustering
impl RefUnwindSafe for TopicBasedClustering
impl Send for TopicBasedClustering
impl Sync for TopicBasedClustering
impl Unpin for TopicBasedClustering
impl UnwindSafe for TopicBasedClustering
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