113 search results - page 1 / 23 » Lifted Probabilistic Inference for Asymmetric Graphical Mode... |
AAAI
2010
13 years 6 months ago
2010
Lifting can greatly reduce the cost of inference on firstorder probabilistic graphical models, but constructing the lifted network can itself be quite costly. In online applicatio...
AAAI
2012
11 years 7 months ago
2012
The presence of non-symmetric evidence has been a barrier for the application of lifted inference since the evidence destroys the symmetry of the first-order probabilistic model....
AAAI
2008
13 years 7 months ago
2008
Lifted inference algorithms exploit repeated structure in probabilistic models to answer queries efficiently. Previous work such as de Salvo Braz et al.'s first-order variabl...
AAAI
2007
13 years 7 months ago
2007
SEMWEB
2005
Springer
13 years 10 months ago
2005
Springer
Probabilistic inference will be of special importance when one needs to know how much we can say with what all we know given new observations. Bayesian Network is a graphical prob...