Geodesic
Bayesian network prediction: algorithm and software implementation
Numerical methods and programming, Tome 11 (2010) no. 4, pp. 94-107.

Voir la notice de l'article provenant de la source Math-Net.Ru

This paper is devoted to the clustering belief updating algorithm using the junction tree as a tree graph representation of Bayesian networks. The algorithm is applicable for predictions based on a learned Bayesian network as well as for supporting an exact network learning process, for example, the EM algorithm. The constructing steps and the principles of work with the junction tree are specified. The software implementation of the algorithm is also considered.
Keywords: Bayesian network; belief network; belief update; expert system; join tree; junction tree; probabilistic interference; probabilistic propagation. 
@article{VMP_2010_11_4_a12,
     author = {E. D. Maslennikov and V. B. Sulimov},
     title = {Bayesian network prediction: algorithm and software implementation},
     journal = {Numerical methods and programming},
     pages = {94--107},
     publisher = {mathdoc},
     volume = {11},
     number = {4},
     year = {2010},
     language = {ru},
     url = {http://geodesic.mathdoc.fr/item/VMP_2010_11_4_a12/}
}
TY  - JOUR
AU  - E. D. Maslennikov
AU  - V. B. Sulimov
TI  - Bayesian network prediction: algorithm and software implementation
JO  - Numerical methods and programming
PY  - 2010
SP  - 94
EP  - 107
VL  - 11
IS  - 4
PB  - mathdoc
UR  - http://geodesic.mathdoc.fr/item/VMP_2010_11_4_a12/
LA  - ru
ID  - VMP_2010_11_4_a12
ER  - 
%0 Journal Article
%A E. D. Maslennikov
%A V. B. Sulimov
%T Bayesian network prediction: algorithm and software implementation
%J Numerical methods and programming
%D 2010
%P 94-107
%V 11
%N 4
%I mathdoc
%U http://geodesic.mathdoc.fr/item/VMP_2010_11_4_a12/
%G ru
%F VMP_2010_11_4_a12
E. D. Maslennikov; V. B. Sulimov. Bayesian network prediction: algorithm and software implementation. Numerical methods and programming, Tome 11 (2010) no. 4, pp. 94-107. http://geodesic.mathdoc.fr/item/VMP_2010_11_4_a12/