Corpus ID: 8321663

Bisimulation-based Approximate Lifted Inference

@inproceedings{Sen2009BisimulationbasedAL,
  title={Bisimulation-based Approximate Lifted Inference},
  author={P. Sen and A. Deshpande and L. Getoor},
  booktitle={UAI},
  year={2009}
}

P. Sen, A. Deshpande, L. Getoor

Published in UAI 2009

Computer Science, Mathematics

There has been a great deal of recent interest in methods for performing lifted inference; however, most of this work assumes that the first-order model is given as input to the system. Here, we describe lifted inference algorithms that determine symmetries and automatically lift the probabilistic model to speedup inference. In particular, we describe approximate lifted inference techniques that allow the user to trade off inference accuracy for computational efficiency by using a handful of… CONTINUE READING

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