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David Sontag
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Cited by
Year
Character-aware neural language models
Y Kim, Y Jernite, D Sontag, AM Rush
Thirtieth AAAI Conference on Artificial Intelligence, 2016
19072016
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
15202018
Estimating individual treatment effect: generalization bounds and algorithms
U Shalit, F Johansson, D Sontag
Proceedings of the International Conference on Machine Learning (ICML), 2017
6532017
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
5932007
Learning Representations for Counterfactual Inference
FD Johansson, U Shalit, D Sontag
33rd International Conference on Machine Learning (ICML), 2016
5452016
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
5052017
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
4862013
Structured inference networks for nonlinear state space models
RG Krishnan, U Shalit, D Sontag
Thirty-First AAAI Conference on Artificial Intelligence, 2017
3962017
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
358*2008
Deep kalman filters
RG Krishnan, U Shalit, D Sontag
arXiv preprint arXiv:1511.05121, 2015
3322015
Why is my classifier discriminatory?
I Chen, FD Johansson, D Sontag
NeurIPS, 2018
3312018
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
3302017
Learning Low-Dimensional Representations of Medical Concepts
Y Choi, CYI Chiu, D Sontag
Proceedings of the AMIA Summit on Clinical Research Informatics (CRI), 2016
2882016
Unsupervised learning of disease progression models
X Wang, D Sontag, F Wang
Proceedings of the 20th ACM SIGKDD international conference on Knowledge …, 2014
2862014
Guidelines for reinforcement learning in healthcare
O Gottesman, F Johansson, M Komorowski, A Faisal, D Sontag, ...
Nature medicine 25 (1), 16-18, 2019
2852019
Learning Bayesian network structure using LP relaxations
T Jaakkola, D Sontag, A Globerson, M Meila
Proceedings of the Thirteenth International Conference on Artificial …, 2010
2722010
Introduction to dual decomposition for inference
D Sontag, A Globerson, T Jaakkola
Optimization for Machine Learning, 2011
2442011
Dual decomposition for parsing with non-projective head automata
T Koo, AM Rush, M Collins, T Jaakkola, D Sontag
Association for Computational Linguistics, 2010
2302010
Semi-amortized variational autoencoders
Y Kim, S Wiseman, AC Miller, D Sontag, AM Rush
ICML, 2018
2282018
Creating an automated trigger for sepsis clinical decision support at emergency department triage using machine learning
S Horng, DA Sontag, Y Halpern, Y Jernite, NI Shapiro, LA Nathanson
PloS one 12 (4), e0174708, 2017
2272017
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