Approximating Bayesian Belief Networks by Arc

@inproceedings{RemovalRobert1997ApproximatingBB,
  title={Approximating Bayesian Belief Networks by Arc},
  author={RemovalRobert and Alexander van Engelen},
  year={1997}
}
Bayesian belief networks or causal probabilistic networks may reach a certain size and complexity where the computations involved in exact probabilistic inference on the network tend to become rather time consuming. Methods for approximating a network by a simpler one allow the computational complexity of probabilistic inference on the network to be reduced at least to some extend. We propose a general framework for approximating Bayesian belief networks based on model simpliication by arc… CONTINUE READING
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