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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
18102016
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
12362018
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
5802007
Estimating individual treatment effect: generalization bounds and algorithms
U Shalit, F Johansson, D Sontag
Proceedings of the International Conference on Machine Learning (ICML), 2017
4982017
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
4592013
Learning Representations for Counterfactual Inference
FD Johansson, U Shalit, D Sontag
33rd International Conference on Machine Learning (ICML), 2016
4412016
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
3852017
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
3432017
Deep kalman filters
RG Krishnan, U Shalit, D Sontag
arXiv preprint arXiv:1511.05121, 2015
2812015
Why is my classifier discriminatory?
I Chen, FD Johansson, D Sontag
NeurIPS, 2018
2692018
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
2652017
Learning Bayesian network structure using LP relaxations
T Jaakkola, D Sontag, A Globerson, M Meila
Proceedings of the Thirteenth International Conference on Artificial …, 2010
2612010
Unsupervised learning of disease progression models
X Wang, D Sontag, F Wang
Proceedings of the 20th ACM SIGKDD international conference on Knowledge …, 2014
2582014
Learning Low-Dimensional Representations of Medical Concepts
Y Choi, CYI Chiu, D Sontag
Proceedings of the AMIA Summit on Clinical Research Informatics (CRI), 2016
2572016
Introduction to dual decomposition for inference
D Sontag, A Globerson, T Jaakkola
Optimization for Machine Learning, 2011
2432011
Dual decomposition for parsing with non-projective head automata
T Koo, AM Rush, M Collins, T Jaakkola, D Sontag
Association for Computational Linguistics, 2010
2282010
Guidelines for reinforcement learning in healthcare
O Gottesman, F Johansson, M Komorowski, A Faisal, D Sontag, ...
Nature medicine 25 (1), 16-18, 2019
2132019
On dual decomposition and linear programming relaxations for natural language processing
AM Rush, D Sontag, M Collins, T Jaakkola
Association for Computational Linguistics, 2010
2122010
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
2032011
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