Latent Variable Graphical Model Selection Via Convex Optimization

Suppose we have samples of a subset of a collection of random variables. No additional information is provided about the number of latent variables, nor of the relationship between the latent and observed variables. Is it possible to discover the number of hidden components, and to learn a statistic...

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Bibliografiske detaljer
Main Authors: Chandrasekaran, Venkat, Parrilo, Pablo A., Willsky, Alan S.
Andre forfattere: Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science
Format: Article
Sprog:en_US
Udgivet: Institute of Electrical and Electronics Engineers (IEEE) 2012
Online adgang:http://hdl.handle.net/1721.1/72612
https://orcid.org/0000-0003-1132-8477
https://orcid.org/0000-0003-0149-5888