David Sontag
David Sontag publishes mostly in Artificial Intelligence, Computer Vision and Pattern Recognition and Statistics and Probability, on topics such as Machine Learning in Healthcare, Topic Modeling and Neural Networks and Applications.
- World rank
- #20,558 of 1,633,909 ranked researchers
- Rank in United States
- #9,747 of 358,040
- Works
- 57
- Citations
- 772
- Citations per work
- 13.5
What does David Sontag research?
Shares of their own output, by the field each of their topics belongs to. The grey slice is everything not listed.
- 1Artificial Intelligence48% of their works
- 2Computer Vision and Pattern Recognition6% of their works
- 3Statistics and Probability5% of their works
- 4Health Information Management5% of their works
- 5Computer Networks and Communications4% of their works
- 6Epidemiology4% of their works
Research topics
Which keywords describe David Sontag's research?
The keywords of their largest research topics: Deep Learning, Electronic Health Records, Healthcare, Neural Networks, Predictive Modeling, Causal Inference, Machine Translation and Word Representation.
- Transfer Learning
- Sepsis
- Propensity Score
- Health Information Exchange
- Domain Adaptation
- Bayesian Networks
- Word Representation
- Causal Inference
- Neural Networks
- Electronic Health Records
- Deep Learning
- Healthcare
- Predictive Modeling
- Machine Translation
- Backpropagation Learning
- Clinical Decision Support Systems
- Graphical Models
- Observational Studies
- Self-Organizing Maps
- Septic Shock
Size is their works in the topics tagged with each word, from their 8 largest topics. Each links to the topic it comes from most.
All 20 words, with their numbers
- Deep Learning112 topics
- Electronic Health Records112 topics
- Healthcare81 topic
- Neural Networks82 topics
- Predictive Modeling81 topic
- Causal Inference62 topics
- Machine Translation51 topic
- Word Representation51 topic
- Backpropagation Learning31 topic
- Bayesian Networks31 topic
- Clinical Decision Support Systems31 topic
- Domain Adaptation31 topic
- Graphical Models31 topic
- Health Information Exchange31 topic
- Observational Studies31 topic
- Propensity Score31 topic
- Self-Organizing Maps31 topic
- Sepsis31 topic
- Septic Shock31 topic
- Transfer Learning31 topic
Where does David Sontag work?
David Sontag's main affiliation in the publication record is Massachusetts Institute of Technology, United States.
How many publications and citations does David Sontag have?
Science Explorer counts 57 works and 772 citations for David Sontag, ranking #20,558 of 1,633,909 researchers worldwide on the composite score.
Ranked on field-normalised excellence (50%), output (30%) and citations (20%). Counts come from OpenAlex author records, which occasionally merge different people who share a name or split one person into several.
Papers, co-authors, who cited this work and researchers on the nearest topics are in the interactive view on the map. Is this your page? Request a correction or removal.