STIF: Semi-Supervised Taxonomy Induction using Term Embeddings and Clustering.
Maryam MousaviElena SteinerSteven R. CormanScott W. RustonDylan WeberHasan DavulcuPublished in: NLPIR (2021)
Keyphrases
- semi supervised
- unsupervised learning
- semi supervised clustering
- manifold learning
- clustering algorithm
- instance level constraints
- constrained clustering
- clustering method
- semi supervised learning
- k means
- high dimensional data
- pairwise constraints
- multi view
- cosine similarity
- data clustering
- self organizing maps
- labeled data
- machine learning
- co occurrence
- clustering approaches
- graph model
- hierarchical clustering
- graph construction
- active learning
- unsupervised clustering
- supervised classification
- categorical data
- data points
- dimensionality reduction
- vector space
- background knowledge
- supervised learning
- text classification