Uncertainty in Artificial Intelligence
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Planar Cycle Covering Graphs
Julian Yarkony, Alexander Ihler, Charless Fowlkes
We describe a new variational lower-bound on the minimum energy configuration of a planar binary Markov Random Field (MRF). Our method is based on adding auxiliary nodes to every face of a planar embedding of the graph in order to capture the effect of unary potentials. A ground state of the resulting approximation can be computed efficiently by reduction to minimum-weight perfect matching. We show that optimization of variational parameters achieves the same lower-bound as dual-decomposition into the set of all cycles of the original graph. We demonstrate that our variational optimization converges quickly and provides high-quality solutions to hard combinatorial problems 10-100x faster than competing algorithms that optimize the same bound.
Pages: 761-769
PS Link:
PDF Link: /papers/11/p761-yarkony.pdf
AUTHOR = "Julian Yarkony and Alexander Ihler and Charless Fowlkes",
TITLE = "Planar Cycle Covering Graphs",
BOOKTITLE = "Proceedings of the Twenty-Seventh Conference Annual Conference on Uncertainty in Artificial Intelligence (UAI-11)",
ADDRESS = "Corvallis, Oregon",
YEAR = "2011",
PAGES = "761--769"

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