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Bayesian Methods

James Wagner

James Wagner, Ph.D. is a Research Professor at the University of Michigan’s Survey Research Center (UM-SRC). His research is in the area of survey nonresponse and methods for addressing it during data collection. He has co-authored a book on adaptive survey design — which is a set of methods that aims to optimize the recruitment ...

David Rigby

I completed my PhD in sociology at UNC Chapel Hill followed by teaching at Washington University St. Louis, a postdoctoral fellowship at Duke with the sociology department and population research institute, and I am now a research scientist at the UM Institute for Social Research in the Landscapes of Population Health program. In my research ...

Brittany Baur

Early warning systems (EWS) that predict patient outcomes for therapeutic interventions are increasingly being used to make clinical decisions. Predicted events often include outcomes such as unplanned ICU transfer, cardiac arrest, or death. The goal of these models is to provide a timely alert to clinicians so they can intervene and prevent these outcomes from ...

Devin Judge-Lord

My work employs a range of methods, with particular contributions in the field of text analysis. By building large open-source datasets and methods to analyze large volumes of political texts, I aim to expand the aspects of policymaking that are open to systematic study. Primarily, I develop methods for integrating human coding of texts with ...

Efe Yamac Yarbasi

Dr. Yarbasi’s expertise lies in uncertainty quantification for complex systems, verification and validation (V&V) processes, robotics, energy systems modeling within smart building infrastructures, and systems engineering. Prior to joining U-M, he collaborated extensively with government and industry on a range of projects, including the development of a surgical endoscopy robot and the energy optimization of ...

David Kwabi

We study and develop electrochemical devices containing organic materials for applications in grid energy storage and chemical separations (e.g., CO2 capture and nitrogen recovery). A critical aspect of our work involves discerning the impact of chemical reactions as well as mass and charge transport processes on device-level performance metrics. To accomplish this goal, we often ...

Angela Violi

The Violi Lab carries out cross-disciplinary research at the intersection of nanoscience and data science. By integrating machine learning techniques with molecular simulations, the team strives to unravel fundamental scientific principles while tackling practical problems in material science, healthcare, and environmental sustainability. Their methodological toolkit encompasses various cutting-edge approaches: active learning and Bayesian experimental design ...

Cheng Li

My research focuses on developing advanced numerical models and computational tools to enhance our understanding and prediction capabilities for both terrestrial and extraterrestrial climate systems. By leveraging the power of data science, I aim to unravel the complexities of atmospheric dynamics and climate processes on Earth, as well as on other planets such as Mars, ...

Fan Bu

I am broadly interested in Bayesian and computational statistics for analyzing large-scale and complex data. I am particularly interested in spatio-temporal statistics, network inference, infectious disease models, and distributed learning. My methodological research has been motivated by applications in public health, observational healthcare studies, computational social science, and sports sciences. I came from a math ...

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Methodologies

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Peter Adriaens

Professor, Civil and Environmental Engineering, College of EngineeringRoss School of BusinessSchool for Environment and Sustainability

Omar Jamil Ahmed

Assistant Professor, Psychology

Raed Al Kontar

Associate Professor, Industrial and Operations Engineering, College of Engineering

Todd Allen

Professor, Nuclear Engineering & Radiological Sciences

Jacob Allgeier

Associate Professor, Department of Ecology and Evolutionary Biology

Veera Baladandayuthapani

Professor, Biostatistics, School of Public Health

Brittany Baur

Assistant Research Scientist

Erhan Bayraktar

Professor, Mathematics, LSA

Saif Benjaafar

Seth Bonder Collegiate Professor and Professor of Industrial and Operations Engineering, Industrial and Operations Engineering