Francesca Dominici

Statistics and Probability · 2000–2020

A researcher in the Science corpus: 17 papers; trusts 54 researchers and is trusted by 27 researchers here, as inferred from the citation graph.

Subfields

• Statistics and Probability — 65 citations into it; #10,360 of 12,932 by trust here, #10,855 by citations
• Artificial Intelligence — 44 citations into it; #16,404 of 35,345 by trust here, #20,377 by citations
• Health, Toxicology and Mutagenesis — 44 citations into it; #182 of 1,398 by trust here, #62 by citations
• Environmental Engineering — 17 citations into it; #3,711 of 5,479 by trust here, #2,025 by citations
• Safety, Robustness & Interpretability — 16 citations into it; #737 of 2,251 by trust here, #1,186 by citations
• Sociology and Political Science — 15 citations into it
• Probabilistic & Bayesian Methods — 13 citations into it
• Atmospheric Science — 11 citations into it

Whom Francesca Dominici trusts overall

Their strongest outbound trust, strongest first, inferred from their citations.

1. Eric R. Ziegel
2. Denise Draper
3. J. Samet
4. Scott Zeger
5. Leo Breiman
6. Peter J. Green
7. Giles Hooker
8. Cynthia Rudin
9. Jerome H. Friedman
10. K. Liang

Who trusts Francesca Dominici overall

1. Antonio Gasparrini
2. Frank C. Curriero
3. Cynthia Rudin
4. Lianne Sheppard
5. John C. Nash
6. Ben Armstrong
7. Jiayun Dong
8. J. Samet
9. Arwa S. Sayegh
10. Bernard Cazelles

Papers from Francesca Dominici's perspective

Ordered by how strongly the researchers Francesca Dominici trusts endorse each paper. Same corpus, a different order for every researcher.

1. Random Forests
2. Generalized Linear Models
3. Regression Shrinkage and Selection via the Lasso
4. Estimating the Dimension of a Model
5. ImageNet classification with deep convolutional neural networks
6. Stochastic Relaxation, Gibbs Distributions, and the Bayesian Restoration of Images
7. Deep Residual Learning for Image Recognition (Computer Vision and Pattern Recognition)
8. Projection Pursuit Regression
9. Gradient-based learning applied to document recognition
10. Bagging Predictors

Their papers

• All Models are Wrong, but Many are Useful: Learning a Variable’s Importance by Studying an Entire Class of Prediction Models Simultaneously (2018) — 1,742 citations
• Adjustment uncertainty in effect estimation (2008) — 58 citations
• Combining evidence on air pollution and daily mortality from the 20 largest US cities: a hierarchical modelling strategy (2000) — 307 citations
• Exposure to air pollution and COVID-19 mortality in the United States: A nationwide cross-sectional study (2020) — 826 citations
• Air pollution and COVID-19 mortality in the United States: Strengths and limitations of an ecological regression analysis (2020) — 819 citations
• Model Class Reliance: Variable Importance Measures for any Machine Learning Model Class, from the "Rashomon" Perspective (2018) — 187 citations
• All Models are Wrong but many are Useful: Variable Importance for Black-Box, Proprietary, or Misspecified Prediction Models, using Model Class Reliance (2018) — 128 citations
• Association of Short-term Exposure to Air Pollution With Mortality in Older Adults (2017) — 623 citations
• Air Pollution and Mortality in the Medicare Population (2017) — 1,284 citations
• Spatial and Temporal Variation in PM2.5 Chemical Composition in the United States for Health Effects Studies (2007) — 668 citations
• The National Morbidity, Mortality, and Air Pollution Study (2005) — 939 citations
• Ozone and short-term mortality in 95 US urban communities, 1987-2000. (2004) — 1,242 citations
• Health Effects of Air Pollution: A Statistical Review (2003) — 193 citations
• On the use of generalized additive models in time-series studies of air pollution and health. (2002) — 775 citations
• Exposure measurement error in time-series studies of air pollution: concepts and consequences. (2000) — 1,170 citations
• The National Morbidity, Mortality, and Air Pollution Study. Part II: Morbidity and mortality from air pollution in the United States. (2000) — 848 citations
• Fine particulate air pollution and mortality in 20 U.S. cities, 1987-1994. (2000) — 2,402 citations