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Progressive EM for Latent Tree Models and Hierarchical Topic Detection

Progressive EM for Latent Tree Models and Hierarchical Topic Detection

Hierarchical latent tree analysis (HLTA) is recently proposed as a new method for topic detection. It differs fundamentally from the LDA-based methods in terms of topic definition, topic-document relationship, and learning method. It has been shown to discover significantly more coherent topics and better topic hierarchies. However, HLTA relies on …