Find UC Berkeley Faculty

mental health, epidemiology, social epidemiology, population health, neighborhood characteristics and health, methodological issues and novel methodological applications in social, traumatic events, substance use, behavioral health, birth outcomes and maternal health

statistics, machine learning, semiparametric models, asymptotic theory, hidden Markov models, applications to molecular biology

theoretical chemistry, physical chemistry, polymers and nanoscience

continuous optimization, optimization under uncertainty, statistical estimations, machine learning, artificial intelligence

Theoretical and Applied Statistics

nonparametric and high-dimensional statistics, shape constrained statistical estimation, empirical processes, statistical information theory

causal inference, targeted learning, statistical issues in epidemiology, precision medicine and public health

control theory, optimization, power systems

applications of artificial intelligence and machine learning in engineering and sciences, structural mechanics, computational mechanics, computational materials, computational mechanics and computational physics, finite element methods and meshfree particle methods, ferroelectric and piezoelectric materials, atomistic simulation and multiscale simulations, nonlinear continuum mechanics, soft matter mechanics, wave propagations, modeling and simulation of fracture, dislocations, modeling and simulation of material failures, nano-mechanics, bio-mechanics and bio-physics, cellular mechanics, micromechanics & composite materials, mechanics and physics of amorphous materials

robotics, UAVs, estimation, control

modeling, control, estimation, smart grids, renewable energy, electricity markets, transportation networks, integrated circuit design and manufacturing

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

earth & planetary science, deep earth structure & dynamics, earthquake processes & scaling laws, real time estimation of earthquake parameters, development of modern broadband seismic and geophysical observatories, planetary seismology

embedded and cyberphysical systems, artificial intelligence, AR/VR, computer science, robotics, arial robots, cybersecurity, cyber defense, homeland defense, nonholonomic systems, control of hybrid systems, sensor networks, interactive visualization, robotic telesurgery, rapid prototyping

mortgage markets, prepayment modeling, valuation, hedging, term structure modeling valuation of derivative securities, application of non-parametric estimation techniques, pricing of derivatives

American politics, political behavior, political psychology, public opinion, voting and elections, political socialization, research design and empirical methods

statistical computing, applications in public health, high-dimensional data analysis, nonparametric inference, artificial intelligence, machine learning

targeted learning, real-world data integration in RCTs, sequential adaptive designs, computational biology and genomics, censored data and survival analysis, medical research, inference in longitudinal studies

signal processing, image processing, computer vision, Deep Learning