David Sontag
TitleCited byYear
Character-aware neural language models
Y Kim, Y Jernite, D Sontag, AM Rush
Thirtieth AAAI Conference on Artificial Intelligence, 2016
9132016
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
4762007
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
3042013
Recurrent neural networks for multivariate time series with missing values
Z Che, S Purushotham, K Cho, D Sontag, Y Liu
Scientific reports 8 (1), 6085, 2018
3002018
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
298*2008
Introduction to dual decomposition for inference
D Sontag, A Globerson, T Jaakkola
Optimization for Machine Learning, 2011
2102011
Dual decomposition for parsing with non-projective head automata
T Koo, AM Rush, M Collins, T Jaakkola, D Sontag
Proceedings of the 2010 Conference on Empirical Methods in Natural Language …, 2010
2012010
Learning Bayesian network structure using LP relaxations
T Jaakkola, D Sontag, A Globerson, M Meila
Proceedings of the Thirteenth International Conference on Artificial …, 2010
1962010
On dual decomposition and linear programming relaxations for natural language processing
AM Rush, D Sontag, M Collins, T Jaakkola
Proceedings of the 2010 Conference on Empirical Methods in Natural Language …, 2010
1842010
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
1582011
Structured inference networks for nonlinear state space models
RG Krishnan, U Shalit, D Sontag
Thirty-First AAAI Conference on Artificial Intelligence, 2017
155*2017
New outer bounds on the marginal polytope
D Sontag, T Jaakkola
Advances in Neural Information Processing Systems 20, 1393-1400, 2007
1452007
Unsupervised learning of disease progression models
X Wang, D Sontag, F Wang
Proceedings of the 20th ACM SIGKDD international conference on Knowledge …, 2014
1392014
Learning Representations for Counterfactual Inference
FD Johansson, U Shalit, D Sontag
33rd International Conference on Machine Learning (ICML), 2016
1282016
Estimating individual treatment effect: generalization bounds and algorithms
U Shalit, F Johansson, D Sontag
Proceedings of the International Conference on Machine Learning (ICML), 2017
1072017
Probabilistic models for personalizing web search
D Sontag, K Collins-Thompson, PN Bennett, RW White, S Dumais, ...
Proceedings of the fifth ACM international conference on Web search and data …, 2012
1072012
Learning Low-Dimensional Representations of Medical Concepts
Y Choi, CYI Chiu, D Sontag
Proceedings of the AMIA Summit on Clinical Research Informatics (CRI), 2016
1062016
Complexity of inference in latent Dirichlet allocation
D Sontag, DM Roy
Neural Information Processing Systems (NIPS) 24, 2011
1052011
Population-level prediction of type 2 diabetes from claims data and analysis of risk factors
N Razavian, S Blecker, AM Schmidt, A Smith-McLallen, S Nigam, ...
Big Data 3 (4), 277-287, 2015
802015
Efficiently searching for frustrated cycles in MAP inference
D Sontag, DK Choe, Y Li
Uncertainty in Artificial Intelligence (UAI) 28, 795--804, 2012
802012
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Articles 1–20