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Research Expertise and Interest

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Name

Department

unsupervised language acquisition, efficient algorithms for NLP, linguistically rich models of language, integrating symbolic and statistical methods for NLP, organization of the web, machine translation, information extraction

Ashok Gadgil

Dept of Civil and Environmental Engineering

drinking water, fuel-efficient stoves, indoor air quality, energy efficiency, developing countries, buildings energy efficiency

Jelani Nelson

Division of Computer Science (EECS)

theory, algorithms, streaming algorithms, dimensionality reduction, randomized algorithms, machine learning, privacy

Kurt Keutzer

Division of Electrical Engineering (EECS)

computationally efficient machine learning and deep learning, AI

Picture of Professor Gray outside the physics department.

Heather Gray

Dept of Physics

particle physics, machine learning, algorithms, quantum algorithms, general purpose computation on the GPU (GPGPU)

Satish Rao

Division of Computer Science (EECS)

combinatorial optimization, design and analysis of algorithms

Prasad Raghavendra

Division of Computer Science (EECS)

theory(THY), optimization, complexity theory, approximation algorithms

Umesh Vazirani

Division of Computer Science (EECS)

quantum computation, hamiltonian complexity, analysis of algorithms, computer security

Rajan Udwani

Dept of Industrial Engineering & Operations Research

algorithms, optimization under uncertainty, Revenue Management, pricing, online platforms

John Wright

Division of Computer Science (EECS)

quantum state learning, quantum complexity theory, property testing, approximation algorithms

Francesco Borrelli

Dept of Mechanical Engineering

automotive control systems, distributed and robust constrained control, manufacturing control systems, energy efficient buildings, model predictive control

Martin P. Head-Gordon

Dept of Chemistry

theoretical chemistry, electronic structure calculations, development of novel theories and algorithms, quantum mechanics

Huiwen Jia

Dept of Industrial Engineering & Operations Research

stochastic and robust optimization, machine learning, online learning algorithms, transportation, Revenue Management, service system design

Alberto Sangiovanni-Vincentelli

Division of Electrical Engineering (EECS)

Cyber-Physical Systems, System design, Electronic Design Systems, embedded system design, control, integrated circuits, theory, Machine learning applications to Energy Efficient Building and Health

Stuart J. Russell

Division of Computer Science (EECS)

artificial intelligence, computational biology, algorithms, machine learning, real-time decision-making, probabilistic reasoning

Gašper Beguš

Dept of Linguistics

computational linguistics, machine learning, artificial intelligence, Generative AI, Deep Learning, speech processing, NLP, phonology, articulatory and acoustic phonetics, historical linguistics, Indo-European linguistics

Shafi Goldwasser

Division of Computer Science (EECS)

cryptography, computational number theory, complexity theory, fault tolerant distributed computing, probabilistic proof systems, approximation algorithms, theory(THY)

Olga Holtz

Dept of Mathematics

numerical analysis, matrix and operator theory, approximation theory, wavelets and splines, orthogonal polynomials and special functions, analysis of algorithms and computational complexity

Katherine A. Yelick

Division of Computer Science (EECS)

high performance computing, partitioned Global Address Space programming, communication-avoiding algorithms, automatic performance tuning, high performance data analytics, computational biology

Alistair Sinclair

Dept of Statistics

Division of Electrical Engineering (EECS)

algorithms, applied probability, statistics, random walks, Markov chains, computational applications of randomness, Markov chain Monte Carlo, statistical physics, combinatorial optimization

Ramamoorthy Ramesh

Dept of Materials Science and Engineering

Dept of Physics

Atomic-scale synthesis of complex oxide heterostructures, 2D materials, spin-charge coupling, polar and magnetic topologies, electron microscopy, piezoforce microscopy, NV magnetometry, materials processing for devices, energy efficient electronics(12634)

Shmuel S. Oren

Dept of Industrial Engineering & Operations Research

economics, algorithms, financial engineering, risk management, planning, optimization, operation of electric power systems, market based coordination of network systems, trading instruments

Nancy Wallace

Haas School of Business

housing price indices, real estate price dynamics, mortgage valuation models: prepayment and default, mortgage contract design, mortgage backed security trading and valuation, executive stock option valuation, energy efficient mortgage underwriting, climate risk

Philip Marcus

Dept of Mechanical Engineering

algorithms, fluid mechanics, nonlinear dynamics, atmospheric flows, convection, ocean flows, numerical analysis, wind energy, Bayesian optimization, neural networks, turbulence, planet formation, internal gravity waves, inertial waves, desalination, protoplanetary disks

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