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<?xml version="1.0" standalone="yes"?> <Paper uid="W06-3810"> <Title>Graph-based Generalized Latent Semantic Analysis for Document Representation</Title> <Section position="1" start_page="0" end_page="0" type="abstr"> <SectionTitle> Abstract </SectionTitle> <Paragraph position="0"> 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.</Paragraph> </Section> class="xml-element"></Paper>