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Machine Learning

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 ...

Karthik Ramani

My research focuses on the intersection of translational medicine, device innovation, and clinical trial design, leveraging advanced data science methodologies to improve patient outcomes in nephrology and vascular access. Specifically, I apply machine learning, predictive analytics, and real-world evidence methodologies to enhance the effectiveness of novel medical devices and optimize clinical workflows. My work also ...

Kazuhiro Saitou

Dr. Kazuhiro Saitou’s research areas are computational design, manufacturability-driven structural topology optimization, multi-material, multi-process, multi-component structural topology optimization (M^3 TO), computational optimal synthesis of structural assemblies, and physics-informed AI for structural and assembly optimization.

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 ...

Ryan Baldridge

I am interested in the basic mechanisms of protein quality control systems at cellular membranes. I study how these systems select their substrates and aim to identify the cellular pathways regulated by them. These processes are important in pathologies related to cell stress, protein misfolding, and protein misregulation. Human illnesses linked to these problems include ...

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 ...

Chenhui Shao

The overarching goal of my research is to develop innovative data science methodologies that enable responsive, optimal, and intelligent decision-making in manufacturing. My work focuses on three interconnected research thrusts: (1) online process control and non-destructive evaluation, (2) cost-effective, scalable, and generalizable machine learning, and (3) multi-modal data fusion. By integrating advanced data science tools ...

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 ...

Chenhui Shao

The overarching goal of my research is to develop innovative data science methodologies that enable responsive, optimal, and intelligent decision-making in manufacturing. My work focuses on three interconnected research thrusts: (1) online process control and non-destructive evaluation, (2) cost-effective, scalable, and generalizable machine learning, and (3) multi-modal data fusion. By integrating advanced data science tools ...

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Affiliation Type

Methodologies

Applications

Keith Aaronson, MD

MD, Collegiate Professor of Cardiovascular Medicine, Professor of Internal Medicine, Michigan Medicine Cardiology Clinic | Cardiovascular Center

Steven Abney

Associate Professor, Linguistics, LSA School of Information EECS, College of Engineering (Courtesy)

Yasser Aboelkassem

Assistant Professor, College of Innovation and Technology

Mohamed Abouelenien

Associate Professor, College of Engineering and Computer Science

Joelle Abramowitz

Associate Research Scientist, Survey Research Center, Institute for Social Research

Andrew J. Admon, MD, MPH, MSc

Clinical Lecturer, Department of Internal Medicine

Peter Adriaens

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

Mahesh Agarwal

Associate Professor, Mathematics and Statistics, College of Arts, Sciences, and Letters

Alauddin Ahmed

,