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Browsing by Subject "Model selection"

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    • Article  

      Forecasting ARMA models: A comparative study of information criteria focusing on MDIC 

      Mantalos, Panagiotis; Mattheou, K.; Karagrigoriou, Alex (2010)
      This paper deals with the implementation of model selection criteria to data generated by ARMA processes. The recently introduced modified divergence information criterion is used and compared with traditional selection ...

    • Article  

      An improved divergence information criterion for the determination of the order of an ar process 

      Mantalos, Panagiotis; Mattheou, K.; Karagrigoriou, Alex (2010)
      In this article we propose a modification of the recently introduced divergence information criterion (DIC, Mattheou et al., 2009) for the determination of the order of an autoregressive process and show that it is an ...

    • Article  

      A model selection criterion based on the BHHJ measure of divergence 

      Mattheou, K.; Lee, S.-J.; Karagrigoriou, Alex (2009)
      The aim of this work is the discussion and investigation of measures of divergence and model selection criteria. A recently introduced measure of divergence, the so-called BHHJ measure (Basu, A., Harris, I.R., Hjort, N.L., ...

    • Article  

      On the advantages of the non-concave penalized likelihood model selection method with minimum prediction errors in large-scale medical studies 

      Karagrigoriou, Alex; Koukouvinos, Christos; Mylona, Kalliopi (2010)
      Variable and model selection problems are fundamental to high-dimensional statistical modeling in diverse fields of sciences. Especially in health studies, many potential factors are usually introduced to determine an ...

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