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Beyond the topics: how deep learning can improve the discriminability of probabilistic topic modelling

The article presents a discriminative approach to complement the unsupervised probabilistic nature of topic modelling. The framework transforms the probabilities of the topics per document into class-dependent deep learning models that extract highly discriminatory features suitable for classificati...

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Detalles Bibliográficos
Autores principales: Al Moubayed, Noura, McGough, Stephen, Awwad Shiekh Hasan, Bashar
Formato: Online Artículo Texto
Lenguaje:English
Publicado: PeerJ Inc. 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7924555/
https://www.ncbi.nlm.nih.gov/pubmed/33816904
http://dx.doi.org/10.7717/peerj-cs.252