• Title of article

    A program for the Bayesian Neural Network in the ROOT framework Original Research Article

  • Author/Authors

    Jiahang Zhong، نويسنده , , Run-Sheng Huang، نويسنده , , Shih-Chang Lee، نويسنده ,

  • Issue Information
    ماهنامه با شماره پیاپی سال 2011
  • Pages
    6
  • From page
    2655
  • To page
    2660
  • Abstract
    We present a Bayesian Neural Network algorithm implemented in the TMVA package (Hoecker et al., 2007 ), within the ROOT framework (Brun and Rademakers, 1997 ). Comparing to the conventional utilization of Neural Network as discriminator, this new implementation has more advantages as a non-parametric regression tool, particularly for fitting probabilities. It provides functionalities including cost function selection, complexity control and uncertainty estimation. An example of such application in High Energy Physics is shown. The algorithm is available with ROOT release later than 5.29.
  • Keywords
    Bayesian Neural Network , Regression , Root , TMVA
  • Journal title
    Computer Physics Communications
  • Serial Year
    2011
  • Journal title
    Computer Physics Communications
  • Record number

    1138451