Peter Bickel Dept of Statistics statistics, machine learning, semiparametric models, asymptotic theory, hidden Markov models, applications to molecular biology
Richard Stanton Haas School of Business mortgage markets, prepayment modeling, valuation, hedging, term structure modeling valuation of derivative securities, application of non-parametric estimation techniques, pricing of derivatives
Amanda Coston Dept of Statistics causal inference, machine learning, nonparametric statistics, responsible AI, algorithmic fairness
Adityanand Guntuboyina Dept of Statistics nonparametric and high-dimensional statistics, shape constrained statistical estimation, empirical processes, statistical information theory
Ryan Tibshirani Dept of Statistics statistical computing, applications in public health, high-dimensional data analysis, nonparametric inference, artificial intelligence, machine learning
Sophia Rabe-Hesketh School of Education biostatistics, educational statistics, latent variable models, missing data methods, multilevel models, generalized linear latent and mixed models, hierarchical models, longitudinal data, Item response models, structural equation models
Xin Guo Dept of Industrial Engineering & Operations Research stochastic control and games, theory of machine learning and applications to medical and financial data analysis, applied probability and stochastic models
Cesunica Ivey Dept of Civil and Environmental Engineering atmospheric modeling, exposure monitoring, environmental justice applications, community resilience, climate adaptation and disaster resilience
Patrick Hsu Dept of Bioengineering generative biology, language models, virtual cell models, genome mining and editing, synthetic biology, AI agents for science
Perry de Valpine Dept of Environmental Science, Policy & Management population ecology, mathematical modeling and statistics
Daniel McFadden Dept of Economics latent variable models, choice modeling, econometric modeling, sampling theory, production theory, consumer theory
William Collins Dept of Earth and Planetary Science climate change, uncertainty of extremes, climate modeling, coupled models of the climate system, global climate models, solar and terrestrial radiation
Brian A. Barsky Division of Computer Science (EECS) School of Optometry computer science, geometric design and modeling, computer graphics, computer aided cornea modeling and visualization, medical imaging, virtual environments for surgical simulation
Sanjay Govindjee Dept of Civil and Environmental Engineering finite element analysis, Theoretical and computational solid mechanics, constitutive theory, micromechanics, polymer mechanics, elastomer modeling, battery modeling, thermomechanics, continuum mechanics, failure analysis
Deborah Nolan Dept of Statistics statistics, empirical process, high-dimensional modeling, technology in education
Joan Walker Dept of Civil and Environmental Engineering behavioral modeling, discrete choice analysis, travel behavior
Anne Collins Dept of Psychology learning, decision making, computational modeling, executive functions
David Anthoff Dept of Energy & Resources Group environmental economics, climate policy, integrated assessment models
Gabriel Goldberg Dept of Mathematics set theory, large cardinals, inner model theory, infinite combinatorics
Mary Comerio Dept of Architecture disaster recovery, housing impacts in disasters, loss modeling, performance based design
Tarek Zohdi Dept of Mechanical Engineering advanced manufacturing, 3D printing systems, fire propagation and control, UAVs and swarms, ballistic fabric shielding, food-system modeling, pandemic modeling
Sayeef Salahuddin Division of Electrical Engineering (EECS) physical electronics, design and modeling and analysis, energy, scientific computing