Data Mining

David Gerdes

I study the Solar System’s small-body populations, objects that are cosmic leftovers from the protoplanetesimal disk from which the Earth and the other planets formed. These populations range from near-Earth asteroids, to the main asteroid belt between Mars and Jupiter, to more distant populations such as Jupiter and Neptune Trojans, Kuiper Belt objects, and beyond. ...

Jiayu Zhou

My main research activities address the fundamental challenges of machine learning when applied to real-world applications. My research theme is to develop generalizable, scalable, interpretable, and privacy-preserving approaches that can effectively mine insights from big data and validate and incorporate such insights in application domains, especially health informatics. My long-term research vision is to achieve ...

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. ...

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 ...

Catherine Kaczorowski

The Kaczorowski laboratory, led by Dr. Catherine Kaczorowski, pioneers techniques to identify and validate genetic and cellular mechanisms that promote resilience to cognitive aging, Alzheimer’s disease, and other age-related dementias. By combining mouse and human systems; genomic, anatomic, and behavioral approaches; and integrative analyses across multiple scales, data types, environmental factors, and species, we are ...

Mohamed Abouelenien

Mohamed Abouelenien’s areas of interest broadly cover data science topics, including applied machine learning, computer vision, and natural language processing. He established the Affective Computing and Multimodal Systems Lab (ACMS) which focuses on modeling human behavior and developing multimodal approaches for different applications. He has worked on a number of projects in these areas, including ...

Angela Violi

The Violi Lab carries out cross-disciplinary research at the intersection of nanoscience and data science. By integrating machine learning techniques with molecular simulations, the team strives to unravel fundamental scientific principles while tackling practical problems in material science, healthcare, and environmental sustainability. Their methodological toolkit encompasses various cutting-edge approaches: active learning and Bayesian experimental design ...

Derek Van Berkel

Dr. Van Berkel is an assistant professor at The University of Michigan, School for Environment and Sustainability. His research focuses on understanding land change at diverse scales; the physical and psychological benefit of exposure to natural environments; and how digital visualization of data can add new place-based knowledge in science and community decision-making. He has ...

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, ...

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Affiliation Type

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Applications

Mohamed Abouelenien

Associate Professor, College of Engineering and Computer Science

Eytan Adar

Associate Professor, School of Information EECS, College of Engineering

Mahesh Agarwal

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

Carlos Aguilar

Assistant Professor, Biomedical Engineering

Alauddin Ahmed

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Raed Al Kontar

Associate Professor, Industrial and Operations Engineering, College of Engineering

Amal Alhosban

Associate Professor, Computer Science, College of Arts and Sciences

M. Reza Amini

Assistant Research Scientist, Naval Architecture and Marine Engineering

Sardar Ansari

Research Assistant Professor, Emergency Medicine