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Communication Dans Un Congrès Année : 2008

An Extension of PLSA for Document Clustering

Résumé

In this paper we propose an extension of the PLSA model in which an extra latent variable allows the model to co-cluster documents and terms simultaneously. We show on three datasets that our extended model produces statistically significant improvements with respect to two clustering measures over the original PLSA and the multinomial mixture MM models.
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Dates et versions

hal-01301612 , version 1 (12-04-2016)

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Young-Min Kim, Jean-François Pessiot, Massih-Reza Amini, Patrick Gallinari. An Extension of PLSA for Document Clustering. 17th ACM Conference on Information and Knowledge Management (CIKM 2008), Oct 2008, Napa Valley, CA, United States. pp.1345-1346, ⟨10.1145/1458082.1458271⟩. ⟨hal-01301612⟩
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