Find UC Berkeley Faculty

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

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

mathematical statistics, applied probability, statistical learning theory

Theoretical and Applied Statistics

theoretical ecology, stochastic processes, optimal control, decision theory, ecoinformatics, data science, tipping points

epidemiologic methods, Bayesian methods, cancer epidemiology

machine learning, variational inference, Bayesian methods, robustness quantification, applied statistics

statistical computing, data privacy, data science

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

applied statistics, theoretical statistics, Bayesian statistics, machine learning, statistics in social sciences

Statistical causal inference, missing data, Bayesian statistics, applied statistics

astrophysics, cosmology, machine learning, Bayesian statistics

cognition, cognitive science, artificial intelligence, learning, Problem solving, Reasoning, decision-making, Bayesian statistics, natural language processing, machine learning, computational modeling, collective decision-making, social networks

Bayesian epistemology, decision theory, philosophy of probability, Chinese philosophy

cognitive development, language development, learning mechanisms, statistical learning and statistical inference, conceptual development, developmental psychology, word learning, physical reasoning, social cognition in infants and children, learning in infants and young children, computational models of cognitive development, Bayesian probabilistic models, cognitive development and AI models, psychology and philosophy

computational biology, molecular evolution, computational genomics, Systems and Synthetic Biology

population dynamics of exploited species, marine biology, community ecology, ecological modeling, biostatistics

molecular biology, computational biology, evolutionary biology, bioengineering, structural genomics, computational genomics, cellular activity, cellular functions, personal genomics