David Sontag

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Yoni HalpernGoogleVerified email at google.com
Fredrik D. JohanssonAssistant Professor, Chalmers University of TechnologyVerified email at chalmers.se
Steven HorngClinical Lead for Machine Learning, Beth Israel Deaconess Medical CenterVerified email at bidmc.harvard.edu
Tommi JaakkolaMITVerified email at csail.mit.edu
Yacine JerniteResearch Scientist, HuggingFaceVerified email at cs.nyu.edu
Uri ShalitAssistant Professor, Technion - Israel Institute of TechnologyVerified email at technion.ac.il
Alexander M. RushAssociate Professor, Cornell UniversityVerified email at seas.harvard.edu
Amir GlobersonTel Aviv UniversityVerified email at post.tau.ac.il
Rahul G. KrishnanUniversity of TorontoVerified email at cs.toronto.edu
Yoon KimAssistant Professor, MITVerified email at mit.edu
Narges RazavianNew York University Medical CenterVerified email at nyumc.org
Larry NathansonAssistant Professor of Emergency Medicine, Harvard Medical SchoolVerified email at bidmc.harvard.edu
Irene Y. ChenPhD Student, MITVerified email at mit.edu
Brian MilchGoogle Inc.Verified email at csail.mit.edu
Nathan ShapiroBeth Israel Deaconess MEdical CenterVerified email at bidmc.harvard.edu
Ryen W. WhiteGeneral Manager, Microsoft ResearchVerified email at microsoft.com
Paul N. BennettPartner Research Manager, Microsoft ResearchVerified email at microsoft.com
Kevyn Collins-ThompsonAssociate Professor, University of MichiganVerified email at acm.org
Andrey KolobovMicrosoft ResearchVerified email at microsoft.com
Bhaskara MarthiVerified email at csail.mit.edu

David Sontag

Professor, Massachusetts Institute of Technology

Verified email at csail.mit.edu - Homepage

Machine Learning Graphical Models Artificial Intelligence Approximate Inference Healthcare


Title Sort by citations Sort by year Sort by title	Cited by Cited by	Year
Character-aware neural language models Y Kim, Y Jernite, D Sontag, AM Rush Thirtieth AAAI Conference on Artificial Intelligence, 2016	1804	2016
Recurrent neural networks for multivariate time series with missing values Z Che, S Purushotham, K Cho, D Sontag, Y Liu Scientific reports 8 (1), 1-12, 2018	1235	2018
BLOG: Probabilistic models with unknown objects B Milch, B Marthi, S Russell, D Sontag, DL Ong, A Kolobov Introduction to statistical relational learning, 373, 2007	579	2007
Estimating individual treatment effect: generalization bounds and algorithms U Shalit, F Johansson, D Sontag Proceedings of the International Conference on Machine Learning (ICML), 2017	493	2017
A practical algorithm for topic modeling with provable guarantees S Arora, R Ge, Y Halpern, D Mimno, A Moitra, D Sontag, Y Wu, M Zhu Proceedings of the International Conference on Machine Learning (ICML), 280--288, 2013	458	2013
Learning Representations for Counterfactual Inference FD Johansson, U Shalit, D Sontag 33rd International Conference on Machine Learning (ICML), 2016	438	2016
Causal Effect Inference with Deep Latent-Variable Models C Louizos, U Shalit, J Mooij, D Sontag, R Zemel, M Welling Neural Information Processing Systems (NIPS) 31, 2017	380	2017
Tightening LP relaxations for MAP using message passing D Sontag, T Meltzer, A Globerson, T Jaakkola, Y Weiss Uncertainty in Artificial Intelligence (UAI) 24, 2008	355*	2008
Structured inference networks for nonlinear state space models RG Krishnan, U Shalit, D Sontag Thirty-First AAAI Conference on Artificial Intelligence, 2017	342	2017
Deep kalman filters RG Krishnan, U Shalit, D Sontag arXiv preprint arXiv:1511.05121, 2015	281	2015
Learning a health knowledge graph from electronic medical records M Rotmensch, Y Halpern, A Tlimat, S Horng, D Sontag Scientific reports 7 (1), 1-11, 2017	264	2017
Why is my classifier discriminatory? I Chen, FD Johansson, D Sontag NeurIPS, 2018	262	2018
Learning Bayesian network structure using LP relaxations T Jaakkola, D Sontag, A Globerson, M Meila Proceedings of the Thirteenth International Conference on Artificial …, 2010	261	2010
Learning Low-Dimensional Representations of Medical Concepts Y Choi, CYI Chiu, D Sontag Proceedings of the AMIA Summit on Clinical Research Informatics (CRI), 2016	257	2016
Unsupervised learning of disease progression models X Wang, D Sontag, F Wang Proceedings of the 20th ACM SIGKDD international conference on Knowledge …, 2014	257	2014
Introduction to dual decomposition for inference D Sontag, A Globerson, T Jaakkola Optimization for Machine Learning, 2011	243	2011
Dual decomposition for parsing with non-projective head automata T Koo, AM Rush, M Collins, T Jaakkola, D Sontag Association for Computational Linguistics, 2010	228	2010
On dual decomposition and linear programming relaxations for natural language processing AM Rush, D Sontag, M Collins, T Jaakkola Association for Computational Linguistics, 2010	212	2010
Guidelines for reinforcement learning in healthcare O Gottesman, F Johansson, M Komorowski, A Faisal, D Sontag, ... Nature medicine 25 (1), 16-18, 2019	211	2019
Personalizing web search results by reading level K Collins-Thompson, PN Bennett, RW White, S De La Chica, D Sontag Proceedings of the 20th ACM international conference on Information and …, 2011	203	2011

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