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David Sontag - Publications

Affiliations: 
Computer Science New York University, New York, NY, United States 
Area:
Computer Science
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8 high-probability publications. We are testing a new system for linking publications to authors. You can help! If you notice any inaccuracies, please sign in and mark papers as correct or incorrect matches. If you identify any major omissions or other inaccuracies in the publication list, please let us know.

Year Citation  Score
2018 Che Z, Purushotham S, Cho K, Sontag D, Liu Y. Recurrent Neural Networks for Multivariate Time Series with Missing Values. Scientific Reports. 8: 6085. PMID 29666385 DOI: 10.1038/S41598-018-24271-9  0.308
2018 Arora S, Ge R, Halpern Y, Mimno D, Moitra A, Sontag D, Wu Y, Zhu M. Learning topic models -- provably and efficiently Communications of the Acm. 61: 85-93. DOI: 10.1145/3186262  0.351
2014 Silberman N, Sontag D, Fergus R. Instance segmentation of indoor scenes using a coverage loss Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 8689: 616-631. DOI: 10.1007/978-3-319-10590-1_40  0.524
2013 Brenner E, Sontag D. SparsityBoost: A new scoring function for learning Bayesian network structure Uncertainty in Artificial Intelligence - Proceedings of the 29th Conference, Uai 2013. 112-121.  0.309
2010 Sontag D, Meshi O, Jaakkola T, Globerson A. More data means less inference: A pseudo-max approach to structured learning Advances in Neural Information Processing Systems 23: 24th Annual Conference On Neural Information Processing Systems 2010, Nips 2010.  0.502
2010 Jaakkola T, Sontag D, Globerson A, Meila M. Learning Bayesian network structure using LP relaxations Journal of Machine Learning Research. 9: 358-365.  0.492
2009 Sontag D, Jaakkola T. Tree block coordinate descent for MAP in graphical models Journal of Machine Learning Research. 5: 544-551.  0.451
2009 Sontag D, Jaakkola T. New outer bounds on the marginal polytope Advances in Neural Information Processing Systems 20 - Proceedings of the 2007 Conference.  0.449
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