Programs in Physics & Physical Chemistry
|[Licence| Download | New Version Template] aejx_v1_0.tar.gz(1290 Kbytes)|
|Manuscript Title: A program for the Bayesian Neural Network in the ROOT framework|
|Authors: Jiahang Zhong, Run-Sheng Huang, Shih-Chang Lee|
|Program title: TMVA-BNN|
|Catalogue identifier: AEJX_v1_0|
Distribution format: tar.gz
|Journal reference: Comput. Phys. Commun. 182(2011)2655|
|Programming language: C++.|
|Computer: Any computer system or cluster with C++ compiler and UNIX-like operating system.|
|Operating system: Most UNIX/Linux systems. The application programs were thoroughly tested under Fedora and Scientific Linux CERN.|
|Keywords: Bayesian Neural Network, TMVA, ROOT, Regression.|
External routines: ROOT package version 5.29 or higher (http://root.cern.ch)
Nature of problem:
Non-parametric fitting of multivariate distributions.
An implementation of Neural Network following the Bayesian statistical interpretation. Uses Laplace approximation for the Bayesian marginalizations.
Provides the functionalities of automatic complexity control and uncertainty estimation.
Time consumption for the training depends substantially on the size of input sample, the NN topology, the number of training iterations, etc. For the example in this manuscript, about 7 minutes was used on a PC/Linux with 2.0GHz processors.
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