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» Parallel Exact Inference

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CVPR
2008
IEEE

198views Computer Vision» more CVPR 2008»

Exact inference in multi-label CRFs with higher order cliques

14 years 9 months ago

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This paper addresses the problem of exactly inferring the maximum a posteriori solutions of discrete multi-label MRFs or CRFs with higher order cliques. We present a framework to ...

Srikumar Ramalingam, Pushmeet Kohli, Karteek Alaha...

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ICML
2008
IEEE

143views Machine Learning» more ICML 2008»

Training structural SVMs when exact inference is intractable

14 years 8 months ago

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While discriminative training (e.g., CRF, structural SVM) holds much promise for machine translation, image segmentation, and clustering, the complex inference these applications ...

Thomas Finley, Thorsten Joachims

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JMLR
2010

115views more JMLR 2010»

Polynomial-Time Exact Inference in NP-Hard Binary MRFs via Reweighted Perfect Matching

13 years 2 months ago

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We develop a new form of reweighting (Wainwright et al., 2005b) to leverage the relationship between Ising spin glasses and perfect matchings into a novel technique for the exact ...

Nic Schraudolph

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UAI
1998

92views Artificial Intelligence» more UAI 1998»

Exact Inference of Hidden Structure from Sample Data in noisy-OR Networks

13 years 8 months ago