Graph-based generalized latent semantic analysis for document representation

Irina Vladimirovna Matveeva, Gina‐Anne Levow · 2006

Document indexing and representation of term-document relations are very important for document clustering and retrieval. In this paper, we combine a graph-based dimensionality reduction method with a corpus-based association measure within the Generalized Latent Semantic Analysis framework. We evaluate the graph-based GLSA on the document clustering task.

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