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machine learning from text, bioinformatics, and related areas.

It is reported that the aspect model used in the probabilistic latent semantic analysis has severe overfitting problems.

Extensions

* Hierarchical extensions:
** Asymmetric: MASHA ("Multinomial ASymmetric Hierarchical Analysis")
** Symmetric: HPLSA ("Hierarchical Probabilistic Latent Semantic

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