Statistics

Xiaofan Liang

Project 1: The process of identifying vacant, abandoned, and disinvested properties is challenging for cities that want to acquire them for redevelopment. In [a paper](https://journals.sagepub.com/eprint/4PZVYRJYYYE3UKG7IBGJ/full), my team created a human-in-the-loop machine learning (HITLML) model and apply it to a parcel-level case study in Savannah, Georgia. We found that Human-in-the-loop ML (HITLML) exceeds the standard ML ...

Katherine Brumberg

Katherine Brumberg’s research focuses on matching and stratification methods in observational studies. Her main contributions have been in developing new methods for optimizing the balance of covariates between the treated and control groups using approximation algorithms to solve intractable integer programs. She applies this research in healthcare and social science domains and has a particular ...

Bingkai Wang

My research interests are in causal inference, randomized clinical trials, clustered data and their interactions with infectious disease research. In my research, data analysis is the core, and I use semi-parametric models and machine learning algorithms to draw statistical inference, make predictions, and quantify uncertainties.

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 ...

Suraj Rampure

As teaching faculty, Suraj spends his time teaching students how to think critically with data. He teaches students the theoretical foundations of data science, from empirical risk minimization, linear algebra, and probability, to more practical aspects, from tabular data manipulation and web scraping to model building and cross-validation, with an emphasis on implementation in Python. ...

X. Jessie Yang

Dr. X. Jessie Yang is an Associate Professor in the Department of Industrial and Operations Engineering, with courtesy appointments at the School of Information. She is an expert in human-autonomy/robot interaction, particularly in modeling trust in human-autonomy teams. She and her team use machine learning tools to model human behaviors when interacting with autonomous and ...

Benjamin Goldstein

Benjamin Goldstein is Assistant Professor of Environment and Sustainability and head of the Sustainable Urban-Rural Futures (SURF) lab. The SURF Lab (www.surf-lab.ca) studies and emphasizes urban sustainability at multiple scales. Through his work at the SURF Lab, Benjamin helps understand how urban processes and urban form drive the consumption of materials and energy in cities ...

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 ...

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 ...

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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

Carlos Aguilar

Assistant Professor, Biomedical Engineering

Raed Al Kontar

Associate Professor, Industrial and Operations Engineering, College of Engineering

Jacob Allgeier

Associate Professor, Department of Ecology and Evolutionary Biology

George Alter

Research Professor, Institute for Social Research Population Studies Center

Sardar Ansari

Research Assistant Professor, Emergency Medicine

Yuehao Bai

Assistant Professor, Economics