Stable local computation with conditional Gaussian distributions

Statistics and Computing

Volumn 11, Issue 2, 2001, Pages 191-203

  Lauritzen, Steffen L ^a   Jensen, Frank ^b  

^a AALBORG UNIVERSITY   (Denmark)

^b HUGIN EXPERT A S   (Denmark)

Author keywords

Artificial intelligence; Bayesian networks; CG distributions; Gaussian mixtures; Probabilistic expert systems; Propagation of evidence

Indexed keywords

EID: 0041377763     PISSN: 09603174     EISSN: None     Source Type: Journal    
DOI: 10.1023/A:1008935617754     Document Type: Article

References (7)

1. Cowell R.G., Dawid A.P., Lauritzen S.L., and Spiegelhalter D.J. 1999. Probabilistic Networks and Expert Systems. Springer-Verlag, New York.
2. Jensen F.V. 1996. An Introduction to Bayesian Networks. University College London Press, London.
3. Jensen F.V., Lauritzen S.L., and Olesen K.G. 1990. Bayesian updating in causal probabilistic networks by local computation. Computational Statistics Quarterly 4: 269-282.
4. Lauritzen S.L. 1992. Propagation of probabilities, means and variances in mixed graphical association models. Journal of the American Statistical Association 87: 1098-1108.
5. Lauritzen S.L. 1996. Graphical Models. Clarendon Press, Oxford.
6. Lauritzen S.L. and Jensen F.V. 1997. Local computation with valuations from a commutative semigroup. Annals of Mathematics and Artificial Intelligence 21: 51-69.
7. Lauritzen S.L. and Spiegelhalter D.J. 1988. Local computations with probabilities on graphical structures and their application to expert systems (with discussion). Journal of the Royal Statistical Society, Series B 50: 157-224.