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Graph-Based Methods

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 ...

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 ...

Jiaqi Li

Dr. Jiaqi Li’s research interests include industrial decarbonization of materials, such as concrete and hydrogen, for civil and energy infrastructure through the use and generation of renewable energy and carbon capture, utilization, and storage. His research uses in-house experimental results to validate modelling work and uses machine learning tools such as regression, clustering, network analysis, ...

Tomer Stern

Our lab is dedicated to understanding the complex choreography of cells as they organize during early animal development, giving rise to diverse organ morphologies. We achieve these through genetic manipulation, advanced microscopy, and computational data analysis, in two different model systems: the mouse skeletal system, and the early fruit fly embryo. Most of our work ...

Zach Landis-Lewis

My research focuses on the use and effectiveness of coaching and appreciation feedback in healthcare. I lead a team that develops a software-based precision feedback system to generate messages about performance to healthcare professionals and teams. My work involves the processing of performance data to detect signals of motivating information that can be delivered with ...

Peter Reich

Reich conducts global change research on plants, soils, ecosystems and people across a range of scales. His work links fundamental physiology with community dynamics and ecosystem structure and function, from the patch to the globe, within the context of the myriad of global environmental challenges that face us. This includes studying the effects on natural ...

Allen Flynn

I study medication prescription information and work on teams that create and evaluate applications of natural language processing to medication prescription information. The main thrust of my research in pharmacy informatics focuses on automating subtasks that pertain to medication prescribing by clinicians and medication prescription review by pharmacists. In addition, I work with the Knowledge ...

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, ...

Uduak Inyang-Udoh

My research seeks to exploit graph-based modeling theory and the tools of machine learning for efficient control of physical dynamical systems and control co-design in these systems. I am particularly interested in the design of graph-based machine/deep learning model structures that are compatible with basic physics, and using those model structures for real-time actions. Application ...

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Affiliation Type

Methodologies

Applications

Veera Baladandayuthapani

Professor, Biostatistics, School of Public Health

Brittany Baur

Assistant Research Scientist

Adriene Beltz

Assistant Professor, Psychology, LSA

Joyce Chai

Professor, Computer Science and Engineering, College of Engineering

Kamran Diba

Associate Professor, Anesthesiology

Issam El Naqa

Associate Professor, Radiation Oncology, Michigan Medicine Applied Physics, LSA

Birhanu Eshete

Assistant Professor, Computer and Information Science, College of Engineering and Computer Science

Salar Fattahi

Assistant Professor, Industrial and Operations Engineering

Allen Flynn

Assistant Professor, School of Information