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Bayesian Methods

Ravi Allada

Understanding why we sleep remains one of the most enduring mysteries in science. A core feature of sleep is its homeostatic regulation, i.e., waking experience drives subsequent sleep. Here we are investigating the molecular basis of the sleep homeostat: 1) how does the homeostat sense waking signals? 2) How does the homeostat trigger sleep? 3) ...

Michele Peruzzi

I work on the development of interpretable and scalable methods and software for the analysis of spatial data, with applications to ecology, environmental sciences, remote sensing, as well as “omics” multiplexed imaging data. I am primarily interested in three main areas: (1) methods development for spatial multivariate data; (2) scientific applications of Bayesian methods for ...

Gideon Bradburd

I am an evolutionary biologist interested in understanding the causes and consequences of genetic variation across time and space. One of the fundamental goals of evolutionary biology is to quantify patterns of genetic diversity within and between populations to enable the study of the processes that shape them. However, the development of key statistical methods ...

Brian Kiedrowski

Dr.Kiedrowski’s research focuses on the development of methods related to understanding the interactions and transport of particle radiation (neutrons, photons, and charged particles) within matter. To solve these problems, he employs both traditional numerical linear algebra methods and Monte Carlo simulations and apply data-driven approaches for the purpose of acceleration and uncertainty quantification. Specific projects ...

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 ...

Charles Brooks

Our work is focused on the applications of statistical mechanics to the modeling and simulation of processes in biology, ranging from small molecule discovery for therapeutics and tool molecules, novel free energy methods for drug and protein design, biocatalyst discovery and design, and protein and RNA folding. Data science and machine learning, more specifically, are ...

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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

Ravi Allada

Professor, Anesthesiology/Michigan Neuroscience Institute

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