AI/ML/Data Mining/Signal Processing
Artificial intelligence, machine learning, and related areas have transformed all aspects of our society and are poised to accelerate the pace of discovery in every scientific field. The College of Science and Engineering has a strong network of faculty who are pushing the boundaries of research in each of these areas.
Affiliated Faculty
Assistant Professor, Chemical Engineering and Materials Science
Assistant Professor, Institute for Health Informatics,
Imaging Informatics Area Leader, Clinical and Translational Science Institute
Associate Professor, Department of Neuroscience, Medical School
Assistant Professor, Department of Chemical Engineering and Materials Science
Assistant Professor, Department of Electrical and Computer Engineering
Assistant Professor, Department of Computer Science & Engineering
Associate Professor, Department of Computer Science & Engineering
Assistant Professor, Department of Electrical and Computer Engineering
Assistant Professor (beginnning January 2024), Department of Civil, Environmental, and Geo- Engineering
Assistant Professor, Department of Industrial and Systems Engineering
College of Science and Engineering Distinguished Professor and Executive Officer, Chemical Engineering and Materials Science
Assistant Professor, Department of Computer Science & Engineering
Assistant Professor, Department of Civil, Environmental, and Geo- Engineering
Senior Biostatistician, Clinical and Translational Science Institute
Associate Head, School of Physics and Astronomy,
Professor, School of Physics and Astronomy
Professor, Director of Graduate Studies for Chemical Physics, Department of Chemistry
Assistant Professor, Department of Computer Science & Engineering
Professor, Department of Civil, Environmental, and Geo- Engineering and St. Anthony Falls Laboratory
Associate Professor; Associate Dept. Head, Department of Electrical and Computer Engineering
Department Head, Distinguished McKnight University Professor, Department of Chemistry
Assistant Professor, Department of Civil, Environmental, and Geo- Engineering
Associate Professor of Medicine, Division of Infectious Diseases and International Medicine, Medical School
Associate Professor, Department of Electrical and Computer Engineering
Associate Professor, Department of Industrial and Systems Engineering
Distinguished McKnight University Professor, Department of Aerospace Engineering Mechanics
Assistant Professor, Department of Bioproducts and Biosystems Engineering
Distinguished McKnight University Professor, Department of Computer Science & Engineering
Professor, Department of Electrical and Computer Engineering
Associate Professor, Department of Civil, Environmental, and Geo- Engineering
Russell J. Penrose Professor in Nanotechnology, Department of Electrical and Computer Engineering
Distinguished McKnight University Professor;,
Distinguished University Teaching Professor, Department of Computer Science & Engineering,
Associate Dean for Research, College of Science & Engineering
Regents Professor, Department of Computer Science & Engineering,
William Norris Land Grant Chair in Large-Scale Computing,
Director, CSE Data Science Initiative
Associate Professor, Department of Electrical and Computer Engineering
Associate Professor, Department of Civil, Environmental, and Geo- Engineering
Assistant Professor, Department of Computer Science & Engineering
Professor, Department of Industrial and Systems Engineering
Associate Professor, Department of Electrical and Computer Engineering
Associate Professor, Department of Electrical and Computer Engineering
Professor, Distinguished McKnight University Professor, Department of Computer Science & Engineering
Assistant Professor, Department of Industrial and Systems Engineering
Benjamin Y.H. Liu / TSI Applied Technology Chair, Department of Mechanical Engineering
Associate Professor, Department of Electrical and Computer Engineering
Assistant Professor, Division of Biostatistics & Health Data Science, School of Public Health
Professor, Vincentine Hermes-Luh Chair, Department of Electrical and Computer Engineering
Distinguished McKnight University Professor, Robert and Marjorie Henle Chair, Department of Electrical and Computer Engineering
Associate Professor, Department of Electrical and Computer Engineering
Professor, Distinguished McKnight University Professor, Distinguished University Teaching Professor, Department of Computer Science & Engineering,
ADC/CSE Chair
Professor, Data Science Director of Undergraduate Studies, Department of Computer Science & Engineering
Researcher, Department of Computer Science & Engineering,
Assistant Director, CSE Data Science Initiative
Assistant Professor, Department of Computer Science & Engineering
Assistant Professor, Department of Computer Science & Engineering
Assistant Professor, Department of Bioproducts and Biosystems Engineering
Richard and Barbara Nelson Assistant Professor, Department of Mechanical Engineering
Assistant Professor, Department of Chemical Engineering and Materials Science
Founding Division Chief of the Division of Computational Health Sciences, Medical School
Assistant Professor, Department of Industrial and Systems Engineering
Professor, Distinguished McKnight University Professor, Qwest Land Grant Chair in Telecommunications, Department of Computer Science & Engineering
Labs and Research Groups
- Agricultural Robotics Laboratory
- Computational Reactive Flow & Energy Lab (CRFEL)
- Decision Discovery and Optimization Laboratory
- GroupLens
- Group of Learning, Optimization, Vision, Healthcare, and X (GLOVEX)
- Knowledge Computing Laboratory
- He Research Group
- UMN Networking Research Group
- Natural Language Processing/Information Extraction Program
- Richard D. James Research Group
- Information Processing Group
- Laboratory for Innovations in Sensing, Estimation, and Control (LISEC)
- Salapaka Lab
- UMN Transit Laboratory
Organizations
- Anthropological and Mathematical Analysis of Archaeological and Zooarchaeological Evidence (AMAAZE) Consortium
- ColabFit Dataset Exchange, Informatics for Advanced Materials and Chemistry
- Minnesota Robotics Institute
Selected Projects
- Robustness of Machine Learning Algorithms for HEP Event Reconstruction. See also Strobbe gets grant to study machine learning.
- Collaborative Research: CISE: Large: Integrated Networking, Edge System and AI Support for Resilient and Safety-Critical Tele-Operations of Autonomous Vehicles. See also Zhi-Li Zhang Earns $4.25 Million NSF Grant for Autonomous Vehicle Research.
- SCH: A New Computational Framework for Learning from Imbalanced Biomedical Data. Aee also Ju Sun Receives $4.5M in Funding for Medical AI Projects and Beyond.
- Advancing Deep Learning for Inverse Modeling
- Extracting Models of Minerals from Knowledge. See also CriticalMAAS AIM & MinMod and DARPA-Yao-Yi Chiang Receives $3.2M in Funding to Leverage AI in Predicting Mineral Deposits.
- At-Scale Heterogeneous Data based Adaptive Development Platform for Machine-Learning Models for Material and Chemical Discovery
- Collaborative Research: Reliable Materials Simulation based on the Knowledgebase of Interatomic Models (KIM)
- Harnessing the Data Revolution: Knowledge Guided Machine Learning
- High-fidelity simulations and data-driven models with turbine controls
- Kite
- Predictive Modeling of Sleep Quality from Sleep Behavior Data
- Reliable Materials Simulation based on the Knowledgebase of Interatomic Models (KIM)