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- W2113165053 abstract "In data analysis, latent variables play a central role because they help provide powerful insights into a wide variety of phenomena, ranging from biological to human sciences. The latent tree model, a particular type of probabilistic graphical models, deserves attention. Its simple structure - a tree - allows simple and efficient inference, while its latent variables capture complex relationships. In the past decade, the latent tree model has been subject to significant theoretical and methodological developments. In this review, we propose a comprehensive study of this model. First we summarize key ideas underlying the model. Second we explain how it can be efficiently learned from data. Third we illustrate its use within three types of applications: latent structure discovery, multidimensional clustering, and probabilistic inference. Finally, we conclude and give promising directions for future researches in this field." @default.
- W2113165053 created "2016-06-24" @default.
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- W2113165053 creator A5090160531 @default.
- W2113165053 date "2013-05-30" @default.
- W2113165053 modified "2023-10-12" @default.
- W2113165053 title "A Survey on Latent Tree Models and Applications" @default.
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- W2113165053 doi "https://doi.org/10.1613/jair.3879" @default.
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