Francesca Dominici

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Causal Rule Ensemble: Interpretable Inference of Heterogeneous Treatment Effects

Kwonsang Lee, Falco J. Bargagli-Stoffi, Francesca Dominici, 2020 .

From Controlled to Undisciplined Data: Estimating Causal Effects in the Era of Data Science Using a Potential Outcome Framework

Fabrizia Mealli, Falco J. Bargagli-Stoffi, Francesca Dominici, 2020, Harvard Data Science Review.

Model selection and health effect estimation in environmental epidemiology.

Chi Wang, Giovanni Parmigiani, Francesca Dominici, 2008, Epidemiology.

Cross-study learning for generalist and specialist predictions

Prasad Patil, Lorenzo Trippa, Giovanni Parmigiani, 2020 .

ESTIMATING POPULATION AVERAGE CAUSAL EFFECTS IN THE PRESENCE OF NON-OVERLAP: THE EFFECT OF NATURAL GAS COMPRESSOR STATION EXPOSURE ON CANCER MORTALITY.

Fabrizia Mealli, Francesca Dominici, Rachel C. Nethery, 2018, The annals of applied statistics.

Parallel Bayesian MCMC Imputation for Multiple Distributed Lag Models

Thomas A. Louis, Brian S. Caffo, Roger D. Peng, 2011 .

Using Validation Data to Adjust the Inverse Probability Weighting Estimator for Misclassified Treatment

Danielle Braun, Malka Gorfine, Francesca Dominici, 2016 .

Airpred: A Flexible R Package Implementing Methods for Predicting Air Pollution

Qian Di, Danielle Braun, Christine Choirat, 2018, 2018 IEEE 5th International Conference on Data Science and Advanced Analytics (DSAA).

Comment: Addressing the Need for Portability in Big Data Model Building and Calibration

Francesca Dominici, Chirag J Patel, 2016, Journal of the American Statistical Association.

Time-series analysis of air pollution and mortality: a statistical review.

Francesca Dominici, F. Dominici, 2004, Research report.

All Models are Wrong, but Many are Useful: Learning a Variable's Importance by Studying an Entire Class of Prediction Models Simultaneously

Cynthia Rudin, Francesca Dominici, Aaron Fisher, 2019, J. Mach. Learn. Res..

Matching on Generalized Propensity Scores with Continuous Exposures

Danielle Braun, Fabrizia Mealli, Francesca Dominici, 2018, Journal of the American Statistical Association.

A causal inference framework for cancer cluster investigations using publicly available data

Yue Yang, Francesca Dominici, Rachel C. Nethery, 2018, Journal of the Royal Statistical Society. Series A,.

Bayesian Model Selection Approach to Multiple Change-Points Detection with Non-Local Prior Distributions

Guosheng Yin, Francesca Dominici, Fei Jiang, 2019, ACM Trans. Knowl. Discov. Data.

LEARNING FROM NEAR MISSES IN MEDICATION ERRORS: A BAYESIAN APPROACH

Jessica A. Myers, Francesca Dominici, Laura Morlock, 2008 .

Guided Bayesian imputation to adjust for confounding when combining heterogeneous data sources in comparative effectiveness research

Corwin M Zigler, Joseph Antonelli, Francesca Dominici, 2017, Biostatistics.

Model Class Reliance: Variable Importance Measures for any Machine Learning Model Class, from the "Rashomon" Perspective

Cynthia Rudin, Francesca Dominici, Aaron J. Fisher, 2018 .

A SMOOTHING APPROACH TO DATA MASKING

Thomas A. Louis, Francesca Dominici, Yijie Zhous, 2007 .

Bayesian Model Selection Approach to Boundary Detection with Non-Local Priors

Fei Jiang, Guosheng Yin, Francesca Dominici, 2018, NeurIPS.

Machine Learning Approach for Spatially and Temporally Resolved PM2.5 Exposures in the Continental United States

Joel Schwartz, Christine Choirat, Francesca Dominici, 2018 .

ISSUES IN SEMI-PARAMETRIC REGRESSION WITH APPLICATIONS IN TIME SERIES MODELS FOR AIR POLLUTION AND MORTALITY

Trevor Hastie, Francesca Dominici, Aidan McDermott, 2003 .

Random effects models for identifying the most harmful medication errors in a large, voluntary reporting database

Francesca Dominici, Jessica M. Franklin, Sergio Venturini, 2017 .

The Role of Epidemiology in the Law: A Toxic Tort Litigation Case

Francesca Dominici, Shira Kramer, April Zambelli-Weiner, 2007 .

Uncertainty in Propensity Score Estimation: Bayesian Methods for Variable Selection and Model-Averaged Causal Effects

Corwin M Zigler, Francesca Dominici, Corwin Matthew Zigler, 2014, Journal of the American Statistical Association.

Assessing the causal effects of a stochastic intervention in time series data: Are heat alerts effective in preventing deaths and hospitalizations?

Francesca Dominici, Gregory A. Wellenius, Xiao Wu, 2021 .

Measuring performance for end-of-life care

Kyu Ha Lee, Francesca Dominici, Sharon-Lise Normand, 2021 .

Bayesian Modeling for Exposure Response Curve via Gaussian Processes: Causal Effects of Exposure to Air Pollution on Health Outcomes

Francesca Dominici, Boyu Ren, Natesh Pillai, 2021 .

Accounting for recall bias in case-control studies: a causal inference approach

Kwonsang Lee, Francesca Dominici, 2021 .

Estimating the acute health effects of coarse particulate matter accounting for exposure measurement error.

Francesca Dominici, Roger D Peng, Howard H. Chang, 2011, Biostatistics.

Mortality in the Medicare Population and Chronic Exposure to Fine Particulate Air Pollution in Urban Centers (2000–2005)

Scott L. Zeger, Francesca Dominici, Aidan McDermott, 2008, Environmental health perspectives.

An Approach to the Estimation of Chronic Air Pollution Effects Using Spatio-Temporal Information

Francesca Dominici, Sonja Greven, Scott Zeger, 2011, Journal of the American Statistical Association.

Short-term Exposure to Particulate Matter Constituents and Mortality in a National Study of U.S. Urban Communities

Roger D. Peng, G. Brooke Anderson, Michelle L. Bell, 2013, Environmental health perspectives.

National maps of the effects of particulate matter on mortality: exploring geographical variation.

Francesca Dominici, Aidan McDermott, Scott L Zeger, 2002, Environmental health perspectives.

Recent Developments of the National Morbidity Mortality Air Pollution Study: 1987???2000

Scott L. Zeger, Roger D. Peng, Francesca Dominici, 2006 .

Toward a Quantitative Estimate of Future Heat Wave Mortality under Global Climate Change

Roger D. Peng, Michelle L. Bell, Francesca Dominici, 2010, Environmental health perspectives.

New problems for an old design: time series analyses of air pollution and health.

Francesca Dominici, Aidan McDermott, Scott L Zeger, 2003, Epidemiology.

Model Choice in Multi-City Time Series Studies of Air Pollution and Mortality

Thomas A. Louis, Roger D. Peng, Francesca Dominici, 2004 .

Ambient fine particulate matter, nitrogen dioxide, and term birth weight in New York, New York.

Kazuhiko Ito, Francesca Dominici, David A Savitz, 2014, American journal of epidemiology.

Application of a propensity score approach for risk adjustment in profiling multiple physician groups on asthma care.

Francesca Dominici, Albert W Wu, Constantine Frangakis, 2005, Health services research.

A smoothing approach for masking spatial data

Thomas A. Louis, Francesca Dominici, T. Louis, 2010, 1011.3367.

Exposure to air pollution and COVID-19 mortality in the United States: A nationwide cross-sectional study

Francesca Dominici, Rachel C. Nethery, Danielle Braun, 2020, medRxiv.

Harvesting-resistant estimates of air pollution effects on mortality.

Scott L. Zeger, Francesca Dominici, Jonathan M. Samet, 1999 .

Association of Short-term Exposure to Air Pollution With Mortality in Older Adults

Antonella Zanobetti, Christine Choirat, Francesca Dominici, 2017, JAMA.

Hierarchical Models for Semicompeting Risks Data With Application to Quality of End-of-Life Care for Pancreatic Cancer

Kyu Ha Lee, Francesca Dominici, Deborah Schrag, 2015, Journal of the American Statistical Association.

Meta-Analysis of Migraine Headache Treatments: Combining Information from Heterogeneous Designs

Giovanni Parmigiani, Robert L. Wolpert, Vic Hasselblad, 1999 .

Statistical Methods for Environmental Epidemiology with R: A Case Study in Air Pollution and Health

Roger D. Peng, Francesca Dominici, F. Dominici, 2008 .

Methodological challenges and contributions in disaster epidemiology.

Thomas A Louis, Francesca Dominici, Jonathan I Levy, 2005, Epidemiologic reviews.

Bayesian Model Averaging in Time-Series Studies of Air Pollution and Mortality

Thomas A Louis, Daniel Krewski, Francesca Dominici, 2007, Journal of toxicology and environmental health. Part A.

Concentrations of vehicle-related air pollutants in an urban parking garage.

Francesca Dominici, Timothy J Buckley, F. Dominici, 2007, Environmental research.

Model Feedback in Bayesian Propensity Score Estimation

Corwin M Zigler, Francesca Dominici, Brent A Coull, 2013, Biometrics.

Model‐averaged confounder adjustment for estimating multivariate exposure effects with linear regression

Corwin M Zigler, Francesca Dominici, Chirag J Patel, 2018, Biometrics.

Disease cases and their medical costs attributable to smoking: an analysis of the national medical expenditure survey

Scott L. Zeger, Francesca Dominici, F. Dominici, 2003 .

Long-term PM2.5 Exposure and Neurological Hospital Admissions in the Northeastern United States

Steven J. Melly, Antonella Zanobetti, Francesca Dominici, 2016, Environmental health perspectives.

Linear Low-Dose Extrapolation for Non-Cancer Responses: Burke et al. Respond

Francesca Dominici, Lauren Zeise, Ila Cote, 2009, Environmental Health Perspectives.

RACIAL DISPARITIES IN MORTALITY RISKS IN A SAMPLE OF THE U.S. MEDICARE POPULATION

Thomas A. Louis, Francesca Dominici, T. Louis, 2006 .

Discovering Effect Modification and Randomization Inference in Air Pollution Studies

Dylan S. Small, Kwonsang Lee, Francesca Dominici, 2018, 1802.06710.

PM2.5 and Mortality in 207 US Cities: Modification by Temperature and City Characteristics

Antonella Zanobetti, Joel Schwartz, Francesca Dominici, 2015, Epidemiology.

Spatial variable selection methods for investigating acute health effects of fine particulate matter components

Montserrat Fuentes, Francesca Dominici, Brian J Reich, 2015, Biometrics.

Bayesian semiparametric analysis of semicompeting risks data: investigating hospital readmission after a pancreatic cancer diagnosis

Kyu Ha Lee, Francesca Dominici, Deborah Schrag, 2015, Journal of the Royal Statistical Society. Series C, Applied statistics.

Associations between Long-Term Exposure to Chemical Constituents of Fine Particulate Matter (PM2.5) and Mortality in Medicare Enrollees in the Eastern United States

Yeonseung Chung, Brent A. Coull, Michelle L. Bell, 2014, Environmental health perspectives.

The National Morbidity, Mortality, and Air Pollution Study. Part III: PM10 concentration-response curves and thresholds for the 20 largest US cities.

Michael J Daniels, Francesca Dominici, Scott L Zeger, 2004, Research report.

Combining Studies with Continuous and Dichotomous Responses: A Latent-Variables Approach

Giovanni Parmigiani, Francesca Dominici, G. Parmigiani, 2000 .

PM2.5 and Survival Among Older Adults: Effect Modification by Particulate Composition

Antonella Zanobetti, Joel Schwartz, Elena Austin, 2015, Epidemiology.

Systematic Reviews and Meta-and Pooled Analyses A Meta-Analysis and Multisite Time-Series Analysis of the Differential Toxicity of Major Fine Particulate Matter Constituents

Francesca Dominici, Jonathan I Levy, David M. Diez, 2012 .

Accounting for uncertainty in confounder and effect modifier selection when estimating average causal effects in generalized linear models

Giovanni Parmigiani, Corwin M Zigler, Francesca Dominici, 2015, Biometrics.

Air Pollution and Mortality in the Medicare Population

Yan Wang, Antonella Zanobetti, Christine Choirat, 2017, The New England journal of medicine.

GAMMA SHAPE MIXTURES FOR HEAVY-TAILED DISTRIBUTIONS

Giovanni Parmigiani, Francesca Dominici, Sergio Venturini, 2008, 0807.4663.

Spatial and Temporal Variation in PM2.5 Chemical Composition in the United States for Health Effects Studies

Scott L. Zeger, Michelle L. Bell, Francesca Dominici, 2007, Environmental health perspectives.

E-045: Mortality Effects of Particulate Matter Constituents in a National Study of U.S. Urban Communities

Roger D. Peng, G. Brooke Anderson, Michelle L. Bell, 2012 .

Underestimation of Standard Errors in Multi-site Time Series Studies

Michael J Daniels, Francesca Dominici, Scott Zeger, 2004, Epidemiology.

Cause-specific risk of hospital admission related to extreme heat in older adults.

Francesca Dominici, Ziad Obermeyer, Jennifer F. Bobb, 2014, JAMA.

Local and Global Effects of Climate on Dengue Transmission in Puerto Rico

Francesca Dominici, Michael A. Johansson, Gregory E. Glass, 2009, PLoS neglected tropical diseases.

Health effects of air pollution

Lianne Sheppard, Francesca Dominici, Merlise A. Clyde, 2003 .

Francesca Dominici, Roger D Peng, Michelle L Bell, 2013, American journal of respiratory and critical care medicine.

The Exposure–Response Curve for Ozone and Risk of Mortality and the Adequacy of Current Ozone Regulations

Roger D. Peng, Michelle L. Bell, Francesca Dominici, 2006, Environmental health perspectives.

Coarse particulate matter air pollution and hospital admissions for cardiovascular and respiratory diseases among Medicare patients.

Francesca Dominici, Roger D Peng, Aidan McDermott, 2008, JAMA.

Firearm Prevalence and Homicides of Law Enforcement Officers in the United States.

Francesca Dominici, David I Swedler, David Hemenway, 2015, American journal of public health.

A Meta-Analysis of Time-Series Studies of Ozone and Mortality With Comparison to the National Morbidity, Mortality, and Air Pollution Study

Michelle L. Bell, Francesca Dominici, Jonathan M. Samet, 2005, Epidemiology.

Revised Analyses of the National Morbidity, Mortality, and Air Pollution Study: Mortality Among Residents Of 90 Cities

Francesca Dominici, Aidan McDermott, Scott L Zeger, 2005, Journal of toxicology and environmental health. Part A.

The effect of primary organic particles on emergency hospital admissions among the elderly in 3 US cities

Antonella Zanobetti, Francesca Dominici, Marianthi-Anna Kioumourtzoglou, 2013, Environmental Health.

A national case-crossover analysis of the short-term effect of PM2.5 on hospitalizations and mortality in subjects with diabetes and neurological disorders

Antonella Zanobetti, Francesca Dominici, J. Schwartz, 2014, Environmental Health.

Propensity scores with misclassified treatment assignment: a likelihood‐based adjustment

Danielle Braun, Malka Gorfine, Giovanni Parmigiani, 2017, Biostatistics.

CAUSAL INFERENCE IN THE CONTEXT OF AN ERROR PRONE EXPOSURE: AIR POLLUTION AND MORTALITY.

Christine Choirat, Francesca Dominici, Marianthi-Anna Kioumourtzoglou, 2017, The annals of applied statistics.

Bayesian Effect Estimation Accounting for Adjustment Uncertainty

Giovanni Parmigiani, Francesca Dominici, G. Parmigiani, 2012, Biometrics.

A Bayesian Model Averaging Approach for Estimating the Relative Risk of Mortality Associated with Heat Waves in 105 U.S. Cities

Francesca Dominici, Roger D Peng, Jennifer F Bobb, 2011, Biometrics.

Who is more affected by ozone pollution? A systematic review and meta-analysis.

Antonella Zanobetti, Francesca Dominici, Michelle L Bell, 2014, American journal of epidemiology.

Air pollution and health: a European and North American approach (APHENA).

Antonella Zanobetti, Joel Schwartz, Daniel Krewski, 2009, Research report.

Acute Effects of Ambient Particulate Matter on Mortality in Europe and North America: Results from the APHENA Study

Daniel Krewski, Francesca Dominici, Giota Touloumi, 2008, Environmental health perspectives.

Don't abandon evidence and process on air pollution policy

Francesca Dominici, F. Dominici, G. Goldman, 2019, Science.

Model averaged double robust estimation

Giovanni Parmigiani, Matthew Cefalu, Francesca Dominici, 2017, Biometrics.

A BAYESIAN APPROACH TO EFFECT ESTIMATION ACCOUNTING FOR ADJUSTMENT UNCERTAINTY

Ciprian M. Crainiceanu, Giovanni Parmigiani, Francesca Dominici, 2008 .

The impact of source contribution uncertainty on the effects of source-specific PM2.5 on hospital admissions: A case study in Boston, MA

Joel Schwartz, Francesca Dominici, Marianthi-Anna Kioumourtzoglou, 2014, Journal of Exposure Science and Environmental Epidemiology.

Smooth quantile ratio estimation with regression: estimating medical expenditures for smoking-attributable diseases.

Francesca Dominici, Scott L Zeger, F. Dominici, 2005, Biostatistics.

Completing the Results of the 2013 Boston Marathon

Dorit Hammerling, Giovanni Parmigiani, Matthew Cefalu, 2014, PloS one.

Air Pollution and Mortality

Scott L. Zeger, Michael J. Daniels, Francesca Dominici, 2002 .

Adjustment uncertainty in effect estimation

Ciprian M. Crainiceanu, Giovanni Parmigiani, Francesca Dominici, 2008 .

Residential exposure to aircraft noise and hospital admissions for cardiovascular diseases: multi-airport retrospective study

Francesca Dominici, Jonathan I Levy, Andrew W. Correia, 2013, BMJ.

Estimating causal effects of air quality regulations using principal stratification for spatially correlated multivariate intermediate outcomes.

Corwin M Zigler, Francesca Dominici, F. Dominici, 2012, Biostatistics.

Does Exposure Prediction Bias Health-Effect Estimation?: The Relationship Between Confounding Adjustment and Exposure Prediction

Matthew Cefalu, Francesca Dominici, F. Dominici, 2014, Epidemiology.

Hospital admissions and chemical composition of fine particle air pollution.

Francesca Dominici, Roger D Peng, Michelle L Bell, 2009, American journal of respiratory and critical care medicine.

Does the effect of micronutrient supplementation on neonatal survival vary with respect to the percentiles of the birth weight distribution

Scott L. Zeger, Giovanni Parmigiani, Francesca Dominici, 2007 .

Emergency Hospital Admissions for Cardiovascular Diseases and Ambient Levels of Carbon Monoxide: Results for 126 United States Urban Counties, 1999–2005

Roger D. Peng, Michelle L. Bell, Francesca Dominici, 2009, Circulation.