David Sontag

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Yoni HalpernGoogleE-mail confirmado em google.com
Fredrik D. JohanssonAssistant Professor, Chalmers University of TechnologyE-mail confirmado em chalmers.se
Steven HorngClinical Lead for Machine Learning, Beth Israel Deaconess Medical CenterE-mail confirmado em bidmc.harvard.edu
Tommi JaakkolaMITE-mail confirmado em csail.mit.edu
Yacine JerniteResearch Scientist, HuggingFaceE-mail confirmado em cs.nyu.edu
Uri ShalitAssistant Professor, Technion - Israel Institute of TechnologyE-mail confirmado em technion.ac.il
Rahul G. KrishnanUniversity of TorontoE-mail confirmado em cs.toronto.edu
Alexander M. RushAssociate Professor, Cornell UniversityE-mail confirmado em seas.harvard.edu
Amir GlobersonTel Aviv UniversityE-mail confirmado em post.tau.ac.il
Yoon KimAssistant Professor, MITE-mail confirmado em mit.edu
Narges RazavianNew York University Medical CenterE-mail confirmado em nyumc.org
Irene Y. ChenPhD Student, MITE-mail confirmado em mit.edu
Larry NathansonAssistant Professor of Emergency Medicine, Harvard Medical SchoolE-mail confirmado em bidmc.harvard.edu
Michael OberstMITE-mail confirmado em mit.edu
Brian MilchGoogle Inc.E-mail confirmado em csail.mit.edu
Nathan ShapiroBeth Israel Deaconess MEdical CenterE-mail confirmado em bidmc.harvard.edu
Ryen W. WhiteGeneral Manager, Microsoft ResearchE-mail confirmado em microsoft.com
Paul N. BennettPartner Research Manager, Microsoft ResearchE-mail confirmado em microsoft.com
Kevyn Collins-ThompsonAssociate Professor, University of MichiganE-mail confirmado em acm.org
Monica AgrawalPhD Student, MIT CSAILE-mail confirmado em mit.edu

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David Sontag

Professor, Massachusetts Institute of Technology

E-mail confirmado em csail.mit.edu - Página inicial

Machine Learning Graphical Models Artificial Intelligence Approximate Inference Healthcare


Título Ordenar por citações Ordenar por ano Ordenar por título	Citado por Citado por	Ano
Character-aware neural language models Y Kim, Y Jernite, D Sontag, AM Rush Thirtieth AAAI Conference on Artificial Intelligence, 2016	1820	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	1285	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	585	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	539	2017
Learning Representations for Counterfactual Inference FD Johansson, U Shalit, D Sontag 33rd International Conference on Machine Learning (ICML), 2016	468	2016
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	466	2013
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	411	2017
Structured inference networks for nonlinear state space models RG Krishnan, U Shalit, D Sontag Thirty-First AAAI Conference on Artificial Intelligence, 2017	359	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	358*	2008
Why is my classifier discriminatory? I Chen, FD Johansson, D Sontag NeurIPS, 2018	293	2018
Deep kalman filters RG Krishnan, U Shalit, D Sontag arXiv preprint arXiv:1511.05121, 2015	289	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	277	2017
Unsupervised learning of disease progression models X Wang, D Sontag, F Wang Proceedings of the 20th ACM SIGKDD international conference on Knowledge …, 2014	266	2014
Learning Bayesian network structure using LP relaxations T Jaakkola, D Sontag, A Globerson, M Meila Proceedings of the Thirteenth International Conference on Artificial …, 2010	266	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	259	2016
Introduction to dual decomposition for inference D Sontag, A Globerson, T Jaakkola Optimization for Machine Learning, 2011	245	2011
Guidelines for reinforcement learning in healthcare O Gottesman, F Johansson, M Komorowski, A Faisal, D Sontag, ... Nature medicine 25 (1), 16-18, 2019	236	2019
Dual decomposition for parsing with non-projective head automata T Koo, AM Rush, M Collins, T Jaakkola, D Sontag Association for Computational Linguistics, 2010	227	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	211	2010
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	204	2017

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