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The theory group is engaged in cutting-edge research in a broad span of areas, including geometric computing, approximation and online algorithms, graph algorithms, game theory and mechanism design, stochastic optimization and decision theory, combinatorics, complexity theory, and machine learning. The group is also engaged in collaborative efforts with researchers in a broad array of application areas and makes leading contributions to nanotechnology systems, computational molecular biology, database management and data analysis, computational economics, internet systems and services, high-performance computing, geographic information systems (GIS), and ecological modeling.
 
The theory group is engaged in cutting-edge research in a broad span of areas, including geometric computing, approximation and online algorithms, graph algorithms, game theory and mechanism design, stochastic optimization and decision theory, and combinatorial optimization. The group is also engaged in collaborative efforts with researchers in a broad array of application areas and makes leading contributions to nanotechnology systems, computational molecular biology, database management and data analysis, computational economics, internet systems and services, high-performance computing, geographic information systems (GIS), and ecological modeling.


== Faculty ==
== Faculty ==

Revision as of 12:18, 26 October 2023

The theory group is engaged in cutting-edge research in a broad span of areas, including geometric computing, approximation and online algorithms, graph algorithms, game theory and mechanism design, stochastic optimization and decision theory, combinatorics, complexity theory, and machine learning. The group is also engaged in collaborative efforts with researchers in a broad array of application areas and makes leading contributions to nanotechnology systems, computational molecular biology, database management and data analysis, computational economics, internet systems and services, high-performance computing, geographic information systems (GIS), and ecological modeling.

Faculty

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Pankaj Agarwal

Research Interests: Computational & discrete geometry, Shape analysis, GIS and ecologic modeling, Spatial databases, Sensor networks, Trajectory data analysis

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Robert Calderbank

Research Interests: Error correcting codes, Combinatorics, Electrical Engineering

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Brandon Fain

Research Interests: Fair resource allocation, Algorithmic game theory, Computational social choice.

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Rong Ge

Research Interests: Algorithms, machine learning, matrix/tensor decompositions, optimization.


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Kamesh Munagala

Research Interests: Approximation and Online algorithms, Stochastic optimization, Decision theory, Scheduling theory, Computational Economics and Algorithmic mechanism design.

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Debmalya Panigrahi

Research Interests: Graph algorithms, Online and approximation algorithms, Combinatorial optimization, Applied algorithms

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John H. Reif

Research Interests: Biomolecular Computing and Self Assembly of DNA Nanostructures, Algorithms, Quantum computing, Optical computing

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Benjamin Rossman

Research Interests: Complexity Theory, Circuit Complexity, Finite Model Theory, Combinatorics


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Alex Steiger

Research Interests: Computational Geometry, Graph Algorithms

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Xiaobai Sun

Research Interests: Numerical Analysis, Matrix Theory, High-performance Scientific Computing and Parallel Computing

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Fan Wei

Research Interests: Extremal combinatorics, probabilistic combinatorics, applications of combinatorics to computer science

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Anru Zhang

Research Interests: Tensor Learning, High-dimensional Statistical Inference, Statistical Learning Theory, Generative Models, Electronic Health Records, Microbiome Studies

Affiliated Faculty

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Bruce Donald

Primary Area: Artificial Intelligence
Research Interests: Computational biology, chemistry and biophysics, Protein modeling, Optimization, Game theory for pathogen resistance, Statistical mechanics, and Geometric computing

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Jianfeng Lu

Primary Area: Applied Mathematics
Research Interests: Electronic Structure and Many Body Problems; Quantum Molecular Dynamics; Multiscale Modeling and Analysis; Rare Events and Sampling Techniques

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Bruce Maggs

Primary Area: Systems
Research Interests: Distributed systems, including content delivery networks, computer networks, and computer and network security.

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Scott Schmidler

Primary Area: Statistical Science
Research Interests: Monte Carlo algorithms, Markov chain mixing times, Stochastic modeling, Bioinformatics, Machine learning, and Statistical computing

Graduate Students

Current PhD Students

Recent Alumni

Postdocs

PhDs

Undergraduates