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10.1080/10618600.2014.889023

http://scihub22266oqcxt.onion/10.1080/10618600.2014.889023
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C4478081!4478081 !26120267
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suck abstract from ncbi


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pmid26120267
      J+Comput+Graph+Stat 2015 ; 24 (1 ): 183-204
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  • Graphical Models for Ordinal Data #MMPMID26120267
  • Guo J ; Levina E ; Michailidis G ; Zhu J
  • J Comput Graph Stat 2015[Mar]; 24 (1 ): 183-204 PMID26120267 show ga
  • A graphical model for ordinal variables is considered, where it is assumed that the data are generated by discretizing the marginal distributions of a latent multivariate Gaussian distribution. The relationships between these ordinal variables are then described by the underlying Gaussian graphical model and can be inferred by estimating the corresponding concentration matrix. Direct estimation of the model is computationally expensive, but an approximate EM-like algorithm is developed to provide an accurate estimate of the parameters at a fraction of the computational cost. Numerical evidence based on simulation studies shows the strong performance of the algorithm, which is also illustrated on data sets on movie ratings and an educational survey.
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