85 search results - page 1 / 17 » Exploiting Causal Independence in Large Bayesian Networks |
SGAI
2004
Springer
13 years 10 months ago
2004
Springer
The assessment of a probability distribution associated with a Bayesian network is a challenging task, even if its topology is sparse. Special probability distributions based on t...
AAAI
2008
13 years 7 months ago
2008
Previous studies have demonstrated that encoding a Bayesian network into a SAT-CNF formula and then performing weighted model counting using a backtracking search algorithm can be...
IJUFKS
2000
13 years 4 months ago
2000
Theefficiency of algorithmsfor probabilistic inference in Bayesian networks can be improvedby exploiting independenceof causal influence. Thefactorized representation of independe...
AI
2005
Springer
13 years 5 months ago
2005
Springer
In designing a Bayesian network for an actual problem, developers need to bridge the gap between ematical abstractions offered by the Bayesian-network formalism and the features o...
ECSQARU
1999
Springer
13 years 9 months ago
1999
Springer
: In this paper we consider the problem of inducing causal relations from statistical data. Although it is well known that a correlation does not justify the claim of a causal rela...