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 — CEMS; AI/Machine Learning/Data Mining, Deep Learning
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Assistant Professor — CEMS; AI/Machine Learning/Data Mining, Database & Data Integration, Dynamical models and computational tools
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Associate Professor — Mathematics; AI/Machine Learning/Data Mining, Deep Learning, Image/video/motion analysis, Graph/Network/Tensor Analysis, Optimization
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Assistant Professor — CS&E; AI/Machine Learning/Data Mining, HCI
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Associate Professor — CS&E; AI/Machine Learning/Data Mining, Deep Learning, Image/video/motion analysis, Time Series/Spatio-Temporal Data Analysis, Geographic Information Systems (GIS), Database & Data Integration, Graph/Network/Tensor Analysis
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Assistant Professor — Physics and Astronomy; AI/Machine Learning/Data Mining, Deep Learning, Time Series/Spatio-Temporal Data Analysis
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Assistant Professor — ISyE; AI/Machine Learning/Data Mining, Deep Learning, Optimization
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Assistant Professor — Civil, Environmental, and Geo- Engineering; AI/Machine Learning/Data Mining, Time Series/Spatio-Temporal Data Analysis, Optimization, Dynamical Models & Computational Tools, Computational Simulations of Physical Systems
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Senior Biostatistician — Clinical and Translational Science Institute; AI/Machine Learning/Data Mining. Causal Inference and Discovery, Wearable Sensors/Mobile Health, Bioinformatics
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Professor — Physics and Astronomy; AI/Machine Learning/Data Mining, Deep Learning, HCI, Image/video/motion analysis, Time Series/Spatio-Temporal Data Analysis, Geographic Information Systems (GIS)
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Assistant Professor — CS&E; AI/Machine Learning/Data Mining, Database & Data Integration, Security/Privacy
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Associate Professor — ECE; AI/Machine Learning/Data Mining, Deep Learning, Image/video/motion analysis, Time Series/Spatio-Temporal Data Analysis, Optimization, Dynamical models and computational tools
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Assistant Professor — CEGE; AI/Machine Learning/Data Mining, Graph/Network/Tensor Analysis, Optimization
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Associate Professor — ISyE; AI/Machine Learning/Data Mining, Dynamical models and computational tools
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Professor — AEM; AI/Machine Learning/Data Mining, Deep Learning, Optimization
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Assistant Professor — CS&E; AI/ML/Data Mining/Signal Processing
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Professor — CS&E; AI/Machine Learning/Data Mining, Graph/Network/Tensor Analysis
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Professor — CEGE; AI/Machine Learning/Data Mining, Time Series/Spatio-Temporal Data Analysis, Graph/Network/Tensor Analysis, Optimization
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Professor — CS&E; AI/Machine Learning/Data Mining, Deep Learning, Time Series/Spatio-Temporal Data Analysis, Graph/Network/Tensor Analysis
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Professor — Physics and Astronomy; AI/Machine Learning/Data Mining, Deep Learning, Visualization, Time Series/Spatio-Temporal Data Analysis, Optimization, Sensors and Sensor Networks, Physical Sciences, Astronomy, Astrophysics, Cosmology
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Associate Professor — ECE; Graph/Network/Tensor Analysis, Security/Privacy, Optimization
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Professor — Mathematics; AI/Machine Learning/Data Mining, Image/video/motion analysis, Robotics and Computer Vision
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Professor — MechE; Robotics and Computer Vision, Smart Cities/Transportation
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Professor — ECE; AI/Machine Learning/Data Mining, Deep Learning, Time Series/Spatio-Temporal Data Analysis, Graph/Network/Tensor Analysis, Causal inference and discovery, Optimization
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Professor — CS&E; AI/Machine Learning/Data Mining, Deep Learning, Time Series/Spatio-Temporal Data Analysis, Geographic Information Systems (GIS), Database & Data Integration, Environment/Climate/Energy, Agriculture/Food/Water, Smart Cities/Transportation

Professor — MechE; AI/Machine Learning/Data Mining, Dynamical models and computational tools
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Director of Undergraduate Studies — Data Science; AI/Machine Learning/Data Mining, Time Series/Spatio-Temporal Data Analysis, Graph/Network/Tensor Analysis
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Researcher — CS&E; AI/Machine Learning/Data Mining, Deep Learning, Time Series/Spatio-Temporal Data Analysis, Causal inference and discovery
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Assistant Professor — Physics and Astronomy; AI/Machine Learning/Data Mining, Deep Learning, Graph/Network/Tensor Analysis, Physical Sciences
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Assistant Professor — CS&E; AI/Machine Learning/Data Mining, Deep Learning, Image/video/motion analysis, Optimization, Dynamical models and computational tools
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Assistant Professor — Family Social Science; AI/Machine Learning/Data Mining, HCI, Image/video/motion analysis, Time Series/Spatio-Temporal Data Analysis
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Professor — AEM; AI/Machine Learning/Data Mining, Visualization, Time Series/Spatio-Temporal Data Analysis, Dynamical models and computational tools
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Assistant Professor — BBE; AI/Machine Learning/Data Mining, Deep Learning, Image/video/motion analysis
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Assistant Professor — MechE; AI/Machine Learning/Data Mining, Deep Learning, Visualization, Time Series/Spatio-Temporal Data Analysis, Dynamical models and computational tools
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Assistant Professor — ChemE; AI/Machine Learning/Data Mining, Optimization, Logistics and Supply Chain
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Professor — CS&E; AI/Machine Learning/Data Mining, Deep Learning, Graph/Network/Tensor Analysis, Security/Privacy, Power grids/Networks and Cyber Security, Sensors and Sensor Networks, Smart Cities/Transportation
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Associate Professor — CS&E; AI/Machine Learning/Data Mining, Deep Learning, Nanotechnology, Materials Design, Computational Simulations of Physical Systems, Physical Sciences, Chemistry
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Assistant Professor — Geography, Environment and Society; Geographic Information Systems (GIS), Graph/Network/Tensor Analysis
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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
- NLP Group
- Richard D. James Research Group
- Information Processing Group
- Laboratory for Innovations in Sensing, Estimation, and Control (LISEC)
- Salapaka Group
- UMN Transit Labaoratory
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
- A Decomposition Algorithm for Two-Stage Stochastic Programs with Nonconvex Recourse
- Collaborative Research: Reliable Materials Simulation based on the Knowledgebase of Interatomic Models (KIM)
- Data CI Pilot: CI-Based Collaborative Development of Data-Driven Interatomic Potentials for Predictive Molecular Simulations
- 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)