David Sontag

Citado por

	Todos	Desde 2020
Citações	21280	14347
Índice h	56	44
Índice i10	124	111

3400

1700

850

2550

20082009201020112012201320142015201620172018201920202021202220232024202554 73 109 181 371 330 398 464 659 921 1348 1814 2211 2520 2536 3139 3336 589

Acesso público

Ver tudo

53 artigos

0 artigos

disponível

não disponível

Com base em autorizações de financiamento

Coautores

Fredrik D. JohanssonAssociate Professor, Chalmers University of TechnologyEmail confirmado em chalmers.se
Yoni HalpernGoogleEmail confirmado em google.com
Steven HorngClinical Lead for Machine Learning, Beth Israel Deaconess Medical CenterEmail confirmado em bidmc.harvard.edu
Monica AgrawalAssistant Professor, DukeEmail confirmado em duke.edu
Uri ShalitAssociate Professor, Tel Aviv UniversityEmail confirmado em tauex.tau.ac.il
Yoon KimAssistant Professor, MITEmail confirmado em mit.edu
Yacine JerniteResearch Scientist, HuggingFaceEmail confirmado em cs.nyu.edu
Tommi JaakkolaMITEmail confirmado em csail.mit.edu
Hunter LangMITEmail confirmado em mit.edu
Michael OberstAssistant Professor, Johns Hopkins UniversityEmail confirmado em jhu.edu
Alexander M. RushAssociate Professor, Cornell UniversityEmail confirmado em cornell.edu
Rahul G. KrishnanUniversity of TorontoEmail confirmado em cs.toronto.edu
Amir GlobersonTel Aviv UniversityEmail confirmado em post.tau.ac.il
Narges RazavianNew York University Medical CenterEmail confirmado em nyumc.org
Irene Y. ChenAssistant Professor, UC Berkeley and UC San FranciscoEmail confirmado em berkeley.edu
Larry NathansonAssistant Professor of Emergency Medicine, Harvard Medical SchoolEmail confirmado em bidmc.harvard.edu
Hussein MozannarMicrosoft ResearchEmail confirmado em microsoft.com
Aaron Smith-McLallenDirector - Data Science & Health Care AnalyticsEmail confirmado em ibx.com
Nathan ShapiroBeth Israel Deaconess MEdical CenterEmail confirmado em bidmc.harvard.edu
Stefan HegselmannResearch associate, Berlin Institute of Health at CharitéEmail confirmado em charite.de

Seguir

David Sontag

Professor, Massachusetts Institute of Technology

Email confirmado em csail.mit.edu - Página inicial

Machine Learning Healthcare Artificial Intelligence Large Language Models Approximate Inference


Título Ordenar por citações Ordenar por ano Ordenar por título	Citado por Citado por	Ano
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	2531	2018
Character-aware neural language models Y Kim, Y Jernite, D Sontag, AM Rush Thirtieth AAAI Conference on Artificial Intelligence, 2016	2239	2016
Estimating individual treatment effect: generalization bounds and algorithms U Shalit, F Johansson, D Sontag Proceedings of the International Conference on Machine Learning (ICML), 2017	1287	2017
Learning Representations for Counterfactual Inference FD Johansson, U Shalit, D Sontag 33rd International Conference on Machine Learning (ICML), 2016	944	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	928	2017
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	625	2007
Structured inference networks for nonlinear state space models RG Krishnan, U Shalit, D Sontag Thirty-First AAAI Conference on Artificial Intelligence, 2017	572	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	563	2013
Why is my classifier discriminatory? I Chen, FD Johansson, D Sontag NeurIPS, 2018	545	2018
Learning a health knowledge graph from electronic medical records M Rotmensch, Y Halpern, A Tlimat, S Horng, D Sontag Scientific reports 7 (1), 5994, 2017	516	2017
Guidelines for reinforcement learning in healthcare O Gottesman, F Johansson, M Komorowski, A Faisal, D Sontag, ... Nature medicine 25 (1), 16-18, 2019	494	2019
Deep kalman filters RG Krishnan, U Shalit, D Sontag arXiv preprint arXiv:1511.05121, 2015	458	2015
Large language models are few-shot clinical information extractors M Agrawal, S Hegselmann, H Lang, Y Kim, D Sontag Proceedings of the 2022 Conference on Empirical Methods in Natural Language …, 2022	417	2022
Learning Low-Dimensional Representations of Medical Concepts Y Choi, CYI Chiu, D Sontag Proceedings of the AMIA Summit on Clinical Research Informatics (CRI), 2016	399	2016
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	366*	2008
Unsupervised learning of disease progression models X Wang, D Sontag, F Wang Proceedings of the 20th ACM SIGKDD international conference on Knowledge …, 2014	328	2014
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	315	2017
Learning Bayesian network structure using LP relaxations T Jaakkola, D Sontag, A Globerson, M Meila Proceedings of the thirteenth international conference on artificial …, 2010	303	2010
Tabllm: Few-shot classification of tabular data with large language models S Hegselmann, A Buendia, H Lang, M Agrawal, X Jiang, D Sontag International Conference on Artificial Intelligence and Statistics, 5549-5581, 2023	302	2023
Semi-amortized variational autoencoders Y Kim, S Wiseman, AC Miller, D Sontag, AM Rush ICML, 2018	296	2018

O sistema não pode efectuar a operação agora. Tente mais tarde.

Artigos 1–20

Citações por ano

Citações duplicadas

Citações unidas

Adicionar coautoresCoautores

Seguir

Citado por

Coautores