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David Sontag

David Sontag

MIT
United States

D-Index & Metrics

Discipline name D-Index World Ranking Current World Ranking National Ranking Current National Ranking Publications Citations
Computer Science 53 4711 4579 2188 2111 159 16804

David Sontag publications per year

The chart shows the history of publications by David Sontag between 2005 and 2025, highlighting the no. of papers published in each year and offering an overview of the publication velocity of this scholar. David Sontag published across 21 years, from 2005 to 2025, averaging 10.1 papers a year. Output peaked at 23 publications in 2021. 29 of the 212 publications appeared in the last two years.

No. of publications
5 10 15 20
Bar chart. Horizontal axis: year, 2005 to 2025. Vertical axis: number of publications, 0 to 23. Peak 23 publications in 2021. 2005: 1 publication 2006: 2 publications 2007: 3 publications 2008: 2 publications 2009: 2 publications 2010: 6 publications 2011: 5 publications 2012: 4 publications 2013: 5 publications 2014: 6 publications 2015: 15 publications 2016: 18 publications 2017: 14 publications 2018: 12 publications 2019: 17 publications 2020: 19 publications 2021: 23 publications 2022: 16 publications 2023: 13 publications 2024: 20 publications 2025: 9 publications
2005 2025

212 publications in total across all disciplines

View publications per year as a table
David Sontag: publications per year, 2005 to 2025
Year Publications
2005 1
2006 2
2007 3
2008 2
2009 2
2010 6
2011 5
2012 4
2013 5
2014 6
2015 15
2016 18
2017 14
2018 12
2019 17
2020 19
2021 23
2022 16
2023 13
2024 20
2025 9
Total 212
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David Sontag publication distribution in Computer Science in 2026

The chart shows the distribution of publications by all Research.com ranked scientists in the field of Computer Science in 2026. The highlighted bar marks where David Sontag sits on this spectrum.

No. of scientists
200 400 600
Bar chart with 97 bars. Horizontal axis: publications, 32–41 to 991+. Vertical axis: number of scientists, 0 to 609. Most scientists, 609, have 142–151 publications. The last bar groups every scientist with 991 publications or more. The highlighted bar, 152–161 publications, is where this scientist sits. 32–41 publications: 7 scientists 42–51 publications: 22 scientists 52–61 publications: 82 scientists 62–71 publications: 134 scientists 72–81 publications: 249 scientists 82–91 publications: 324 scientists 92–101 publications: 421 scientists 102–111 publications: 420 scientists 112–121 publications: 497 scientists 122–131 publications: 544 scientists 132–141 publications: 555 scientists 142–151 publications: 609 scientists 152–161 publications: 559 scientists 162–171 publications: 534 scientists 172–181 publications: 556 scientists 182–191 publications: 583 scientists 192–201 publications: 519 scientists 202–211 publications: 508 scientists 212–221 publications: 490 scientists 222–231 publications: 437 scientists 232–241 publications: 423 scientists 242–251 publications: 408 scientists 252–261 publications: 377 scientists 262–271 publications: 301 scientists 272–281 publications: 335 scientists 282–291 publications: 320 scientists 292–301 publications: 293 scientists 302–311 publications: 250 scientists 312–321 publications: 238 scientists 322–331 publications: 206 scientists 332–341 publications: 209 scientists 342–351 publications: 208 scientists 352–361 publications: 162 scientists 362–371 publications: 176 scientists 372–381 publications: 127 scientists 382–391 publications: 158 scientists 392–401 publications: 128 scientists 402–411 publications: 104 scientists 412–421 publications: 94 scientists 422–431 publications: 99 scientists 432–441 publications: 83 scientists 442–451 publications: 108 scientists 452–461 publications: 73 scientists 462–471 publications: 77 scientists 472–481 publications: 69 scientists 482–491 publications: 84 scientists 492–501 publications: 62 scientists 502–511 publications: 54 scientists 512–521 publications: 57 scientists 522–531 publications: 51 scientists 532–541 publications: 51 scientists 542–551 publications: 32 scientists 552–561 publications: 38 scientists 562–571 publications: 28 scientists 572–581 publications: 43 scientists 582–591 publications: 33 scientists 592–601 publications: 41 scientists 602–611 publications: 32 scientists 612–621 publications: 28 scientists 622–631 publications: 25 scientists 632–641 publications: 27 scientists 642–651 publications: 17 scientists 652–661 publications: 20 scientists 662–671 publications: 17 scientists 672–681 publications: 15 scientists 682–691 publications: 14 scientists 692–701 publications: 21 scientists 702–711 publications: 13 scientists 712–721 publications: 12 scientists 722–731 publications: 19 scientists 732–741 publications: 14 scientists 742–751 publications: 12 scientists 752–761 publications: 10 scientists 762–771 publications: 10 scientists 772–781 publications: 11 scientists 782–791 publications: 10 scientists 792–801 publications: 11 scientists 802–811 publications: 8 scientists 812–821 publications: 8 scientists 822–831 publications: 7 scientists 832–841 publications: 11 scientists 842–851 publications: 10 scientists 852–861 publications: 5 scientists 862–871 publications: 9 scientists 872–881 publications: 4 scientists 882–891 publications: 6 scientists 892–901 publications: 3 scientists 902–911 publications: 6 scientists 912–921 publications: 3 scientists 922–931 publications: 2 scientists 932–941 publications: 2 scientists 942–951 publications: 2 scientists 952–961 publications: 3 scientists 962–971 publications: 3 scientists 972–981 publications: 3 scientists 982–990 publications: 5 scientists 991+ publications: 100 scientists
32–41 publications 991+

This scientist: 159 publications — 30th percentile

30% of scientists in this discipline score the same or lower.

The last bar groups every scientist with 991 publications or more.

View publications distribution as a table
Number of Computer Science scientists by publication count, Research.com 2026 ranking edition. Based on 14,188 ranked scientists.
Publications Scientists This scientist
32–41 7
42–51 22
52–61 82
62–71 134
72–81 249
82–91 324
92–101 421
102–111 420
112–121 497
122–131 544
132–141 555
142–151 609
152–161 559 159
162–171 534
172–181 556
182–191 583
192–201 519
202–211 508
212–221 490
222–231 437
232–241 423
242–251 408
252–261 377
262–271 301
272–281 335
282–291 320
292–301 293
302–311 250
312–321 238
322–331 206
332–341 209
342–351 208
352–361 162
362–371 176
372–381 127
382–391 158
392–401 128
402–411 104
412–421 94
422–431 99
432–441 83
442–451 108
452–461 73
462–471 77
472–481 69
482–491 84
492–501 62
502–511 54
512–521 57
522–531 51
532–541 51
542–551 32
552–561 38
562–571 28
572–581 43
582–591 33
592–601 41
602–611 32
612–621 28
622–631 25
632–641 27
642–651 17
652–661 20
662–671 17
672–681 15
682–691 14
692–701 21
702–711 13
712–721 12
722–731 19
732–741 14
742–751 12
752–761 10
762–771 10
772–781 11
782–791 10
792–801 11
802–811 8
812–821 8
822–831 7
832–841 11
842–851 10
852–861 5
862–871 9
872–881 4
882–891 6
892–901 3
902–911 6
912–921 3
922–931 2
932–941 2
942–951 2
952–961 3
962–971 3
972–981 3
982–990 5
991+ 100
Download as CSV

David Sontag D-index placement in Computer Science in 2026

The chart shows the D-index (discipline H-index) distribution of Computer Science scientists ranked by Research.com in 2026. The highlighted bar marks where David Sontag sits on this spectrum.

No. of scientists
200 400 600 800
Bar chart with 52 bars. Horizontal axis: D-Index, 30–31 to 131+. Vertical axis: number of scientists, 0 to 990. Most scientists, 990, have 36–37 D-Index. The last bar groups every scientist with 131 D-Index or more. The highlighted bar, 52–53 D-Index, is where this scientist sits. 30–31 D-Index: 879 scientists 32–33 D-Index: 983 scientists 34–35 D-Index: 918 scientists 36–37 D-Index: 990 scientists 38–39 D-Index: 968 scientists 40–41 D-Index: 907 scientists 42–43 D-Index: 821 scientists 44–45 D-Index: 763 scientists 46–47 D-Index: 689 scientists 48–49 D-Index: 543 scientists 50–51 D-Index: 543 scientists 52–53 D-Index: 518 scientists 54–55 D-Index: 500 scientists 56–57 D-Index: 458 scientists 58–59 D-Index: 400 scientists 60–61 D-Index: 337 scientists 62–63 D-Index: 308 scientists 64–65 D-Index: 292 scientists 66–67 D-Index: 249 scientists 68–69 D-Index: 213 scientists 70–71 D-Index: 192 scientists 72–73 D-Index: 189 scientists 74–75 D-Index: 165 scientists 76–77 D-Index: 139 scientists 78–79 D-Index: 119 scientists 80–81 D-Index: 121 scientists 82–83 D-Index: 113 scientists 84–85 D-Index: 88 scientists 86–87 D-Index: 87 scientists 88–89 D-Index: 75 scientists 90–91 D-Index: 69 scientists 92–93 D-Index: 57 scientists 94–95 D-Index: 46 scientists 96–97 D-Index: 38 scientists 98–99 D-Index: 34 scientists 100–101 D-Index: 36 scientists 102–103 D-Index: 27 scientists 104–105 D-Index: 37 scientists 106–107 D-Index: 18 scientists 108–109 D-Index: 31 scientists 110–111 D-Index: 19 scientists 112–113 D-Index: 16 scientists 114–115 D-Index: 12 scientists 116–117 D-Index: 20 scientists 118–119 D-Index: 15 scientists 120–121 D-Index: 5 scientists 122–123 D-Index: 20 scientists 124–125 D-Index: 8 scientists 126–127 D-Index: 5 scientists 128–129 D-Index: 7 scientists 130 D-Index: 3 scientists 131+ D-Index: 98 scientists
30–31 D-Index 131+

This scientist: 53 D-Index — 67th percentile

67% of scientists in this discipline score the same or lower.

The last bar groups every scientist with 131 D-Index or more.

View D-Index distribution as a table
Number of Computer Science scientists by D-index, Research.com 2026 ranking edition. Based on 14,188 ranked scientists.
D-Index Scientists This scientist
30–31 879
32–33 983
34–35 918
36–37 990
38–39 968
40–41 907
42–43 821
44–45 763
46–47 689
48–49 543
50–51 543
52–53 518 53
54–55 500
56–57 458
58–59 400
60–61 337
62–63 308
64–65 292
66–67 249
68–69 213
70–71 192
72–73 189
74–75 165
76–77 139
78–79 119
80–81 121
82–83 113
84–85 88
86–87 87
88–89 75
90–91 69
92–93 57
94–95 46
96–97 38
98–99 34
100–101 36
102–103 27
104–105 37
106–107 18
108–109 31
110–111 19
112–113 16
114–115 12
116–117 20
118–119 15
120–121 5
122–123 20
124–125 8
126–127 5
128–129 7
130 3
131+ 98
Download as CSV

Overview

David Sontag is affiliated with MIT in the United States and has a research profile spanning computer science and medicine. Their work integrates multiple disciplines with a strong emphasis on the intersection of artificial intelligence and healthcare.

The primary fields of study for David Sontag are:

  • Computer Science
  • Medicine

Their research delves into specialized subfields including:

  • Artificial Intelligence
  • Statistics and Probability
  • Molecular Biology
  • Rheumatology
  • Epidemiology

Key topics addressed in Sontag's publications include:

  • Machine Learning in Healthcare
  • Topic Modeling
  • Advanced Causal Inference Techniques
  • Machine Learning and Data Classification
  • Natural Language Processing Techniques
  • Systemic Lupus Erythematosus Research
  • Biomedical Text Mining and Ontologies

Frequent coauthors in Sontag's collaborations are:

  • Michael Oberst
  • Monica Agrawal
  • Zeshan Hussain
  • Hussein Mozannar
  • Hunter Lang

The venues where David Sontag most often publishes include:

  • arXiv (Cornell University)
  • bioRxiv (Cold Spring Harbor Laboratory)
  • Zenodo (CERN European Organization for Nuclear Research)
  • Proceedings of the AAAI Conference on Artificial Intelligence
  • Blood

Selected recent papers authored or coauthored by David Sontag include:

  • A decision algorithm to promote outpatient antimicrobial stewardship for uncomplicated urinary tract infection, 2020, Science Translational Medicine
  • Machine learning identifies clusters of longitudinal autoantibody profiles predictive of systemic lupus erythematosus disease outcomes, 2023, Annals of the Rheumatic Diseases
  • Single cell characterization of myeloma and its precursor conditions reveals transcriptional signatures of early tumorigenesis, 2022, Nature Communications
  • The Potential For Bias In Machine Learning And Opportunities For Health Insurers To Address It, 2022, Health Affairs
  • TabLLM: Few-shot Classification of Tabular Data with Large Language Models, 2022, arXiv (Cornell University)

Best Publications

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

    Zhengping Che;Sanjay Purushotham;Kyunghyun Cho;David A. Sontag

  • Character-aware neural language models

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

  • BLOG: Probabilistic Models with Unknown Objects

    Brian Milch;Bhaskara Marthi;Stuart Russell;David Sontag

  • Estimating individual treatment effect: generalization bounds and algorithms

    Uri Shalit;Fredrik D. Johansson;David A. Sontag

  • A Practical Algorithm for Topic Modeling with Provable Guarantees

    Sanjeev Arora;Rong Ge;Yonatan Halpern;David Mimno

  • Learning representations for counterfactual inference

    Fredrik D. Johansson;Uri Shalit;David Sontag

  • Structured Inference Networks for Nonlinear State Space Models

    Rahul G. Krishnan;Uri Shalit;David A. Sontag

  • Learning a Health Knowledge Graph from Electronic Medical Records.

    Maya Rotmensch;Yoni Halpern;Abdulhakim Tlimat;Steven Horng

  • Causal Effect Inference with Deep Latent-Variable Models

    Christos Louizos;Uri Shalit;Joris M. Mooij;David A. Sontag

  • Tightening LP relaxations for MAP using message passing

    David Sontag;Talya Meltzer;Amir Globerson;Tommi Jaakkola

  • Guidelines for reinforcement learning in healthcare

    Omer Gottesman;Fredrik Johansson;Matthieu Komorowski;Aldo Faisal

  • Large language models are few-shot clinical information extractors

    Unknown

  • Learning Low-Dimensional Representations of Medical Concepts.

    Youngduck Choi;Chill Yi-I Chiu;David A. Sontag

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

    Steven Horng;David A. Sontag;Yoni Halpern;Yacine Jernite

  • Unsupervised learning of disease progression models

    Xiang Wang;David Sontag;Fei Wang

  • On Dual Decomposition and Linear Programming Relaxations for Natural Language Processing

    Alexander M Rush;David Sontag;Michael Collins;Tommi Jaakkola

  • Learning Bayesian Network Structure using LP Relaxations

    Tommi S. Jaakkola;David Alexander Sontag;Amir Globerson;Marina Meila

  • Population-Level Prediction of Type 2 Diabetes From Claims Data and Analysis of Risk Factors.

    Narges Razavian;Saul Blecker;Ann Marie Schmidt;Aaron Smith-McLallen

  • Introduction to dual composition for inference

    David Sontag;Amir Globerson;Amir Globerson;Amir Globerson;Tommi Jaakkola

  • Deep Kalman Filters.

    Rahul G. Krishnan;Uri Shalit;David A. Sontag

  • Dual Decomposition for Parsing with Non-Projective Head Automata

    Terry Koo;Alexander M. Rush;Michael Collins;Tommi Jaakkola

Frequent Co-Authors

Tommi S. Jaakkola
Tommi S. Jaakkola MIT
Amir Globerson
Amir Globerson Tel Aviv University
Alexander M. Rush
Alexander M. Rush Cornell University
Adrian Weller
Adrian Weller University of Cambridge
Paul N. Bennett
Paul N. Bennett Microsoft (United States)
Ryen W. White
Ryen W. White Microsoft (United States)
Kevyn Collins-Thompson
Kevyn Collins-Thompson University of Michigan–Ann Arbor
John V. Guttag
John V. Guttag MIT
Rajesh Ranganath
Rajesh Ranganath New York University
Ann Marie Schmidt
Ann Marie Schmidt New York University

External Links

Personal website of David Sontag Google Scholar page

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Best Scientists Citing David Sontag

Andrew McCallum

Andrew McCallum

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Publications: 41

Mihaela van der Schaar

Mihaela van der Schaar

University of Cambridge

Publications: 39

Noah A. Smith

Noah A. Smith

University of Washington

Publications: 29

Alexander M. Rush

Alexander M. Rush

Cornell University

Publications: 28

Tommi S. Jaakkola

Tommi S. Jaakkola

MIT

Publications: 25

Luc De Raedt

Luc De Raedt

KU Leuven

Publications: 24

Marzyeh Ghassemi

Marzyeh Ghassemi

MIT

Publications: 22

Finale Doshi-Velez

Finale Doshi-Velez

Harvard University

Publications: 21

Roi Reichart

Roi Reichart

Technion – Israel Institute of Technology

Publications: 21

Alexander T. Ihler

Alexander T. Ihler

University of California, Irvine

Publications: 21

Alexander G. Schwing

Alexander G. Schwing

University of Illinois at Urbana-Champaign

Publications: 21

Sebastian Riedel

Sebastian Riedel

University College London

Publications: 21

Jimeng Sun

Jimeng Sun

University of Illinois at Urbana-Champaign

Publications: 20

Nicolas Gillis

Nicolas Gillis

University of Mons

Publications: 20

Nigam H. Shah

Nigam H. Shah

Stanford University

Publications: 19

André F. T. Martins

André F. T. Martins

Instituto Superior Técnico

Publications: 19

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