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Machine Learning

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 ...

Henning Silber

My research focuses on quantitative social research methodology, and I use machine learning to identify bias in social science data, especially due to measurement and nonresponse error, and to process unstructured data. I also use LLMs for the classification of text data, and explore strategies to use AI in questionnaire design. I first started to ...

Karen Smith

I work in algebraic geometry, especially over finite fields. The set of points on an algebraic variety over particular subfields forms an interesting sequence of data sets. Studying it may, I hope, unlock some secrets of algebraic curves or surfaces or higher dimensional objects. I am also interested in connecting statistical forms of AI (machine ...

Xiao Zhang

I am an Assistant Professor in the Department of Computer and Information Science at the University of Michigan-Dearborn, where I lead the Trustworthy AIoT Lab (TAI Lab). Before joining UM-Dearborn, I was a Postdoctoral Associate at Duke University. I obtained my Ph.D. degree in the Computer Science and Engineering at Michigan State University, my M.S. ...

Rabab Haider

I am an Assistant Professor of Civil and Environmental Engineering at the University of Michigan. My research centers on designing future energy systems under deep decarbonization, and achieving clean, reliable, and affordable energy for All. My research advances methodologies for planning and operating electric power infrastructure using optimization and AI, and leveraging principles of energy ...

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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 Engineering Ross School of Business School for Environment and Sustainability

Mahesh Agarwal

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

Alauddin Ahmed

,