David Sontag

Massachusetts Institute of Technology

Associate Professor

Department of Electrical Engineering and Computer Science

Computational & Systems Biology PhD Program

Operations Research Center

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Research Area

#Computer science#Artificial intelligence#Machine learning#Inference#Medicine#Algorithm#Mathematics#Theoretical computer science#Observational study#Probabilistic logic

SCIE paper information

Papers relevant to ‘Medicine’: 8

Research performance of SCIE papers matching with ‘Medicine’

Citations of SCIE papers SCIE papers 04k8k12k16k20k02004006008001k1.2k1.4k1.6k

*Papers published between 2014 and 2020 were selected, and the citation number was determined by bing.com.

  • Creating an automated trigger for sepsis clinical decision support at emergency department triage using machine learning

    2017/04 PLOS ONE 2.766 Impact Factor 148 citations

    Steven Horng, David Sontag, Yoni Halpern, Yacine Jernite, Nathan I. Shapiro, Larry A. Nathanson

    DOI : 10.1371/JOURNAL.PONE.0174708

  • Electronic medical record phenotyping using the anchor and learn framework

    2016/04 JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION 3.698 Impact Factor 118 citations

    Yoni Halpern, Steven Horng, Youngduck Choi, David Sontag

    DOI : 10.1093/JAMIA/OCW011

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Papers for author ‘David Sontag’: 16

Number of published SCIE papers by year

01234201520162017201820192020
H-index 7
Number of NCS papers 1

*Papers published between 2014 and 2020 were selected, and the citation number was determined by bing.com.

  • Recurrent Neural Networks for Multivariate Time Series with Missing Values.

    2018/04 SCIENTIFIC REPORTS 4.011 Impact Factor 744 citations

    Zhengping Che, Sanjay Purushotham, Kyunghyun Cho, David Sontag, Yan Liu

    DOI : 10.1038/S41598-018-24271-9

  • Learning a Health Knowledge Graph from Electronic Medical Records

    2017/07 SCIENTIFIC REPORTS 4.122 Impact Factor 176 citations

    Maya Rotmensch, Yoni Halpern, Abdulhakim Tlimat, Steven Horng, David Sontag

    DOI : 10.1038/S41598-017-05778-Z

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conference information

Papers relevant to ‘Medicine’: 1

Research performance of Top-tier Conference matching with ‘Medicine’

Citations of Top-tier Conference Top-tier Conference paper(s) 050100150200250012345678

*Papers published between 2014 and 2020 were selected, and the citation number was determined by bing.com.

  • Unsupervised learning of disease progression models

    2014/08 KDD Top-tier Conference 236 citations

    Xiang Wang, David Sontag, Fei Wang

    DOI : 10.1145/2623330.2623754

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Papers for author ‘David Sontag’: 21

Number of published Top-tier Conference by year

024682014201520162017201820192020
Top-tier Conference 21

*Papers published between 2014 and 2020 were selected, and the citation number was determined by bing.com.

  • Character-aware neural language models

    2016/02 AAAI Top-tier Conference 1447 citations

    Yoon Kim, Yacine Jernite, David Sontag, Alexander M. Rush

  • Estimating individual treatment effect: generalization bounds and algorithms

    2017/07 ICML Top-tier Conference 339 citations

    Uri Shalit, Fredrik Johansson, David Sontag

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