Find UC Berkeley Faculty

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

statistics, empirical process, high-dimensional modeling, technology in education

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

integrable probability, random matrices, asymptotic representation theory, 2d statistical mechanics, interacting particle systems, high-dimensional statistics

causal inference, data integration, federated learning and transfer learning, electronic health records, clinical trials, High Dimensional Data Analysis

causal inference, survey data analysis

neuroimaging data analysis, deep brain stimulation, brain-computer-interface, statistical machine learning, deep learning, reinforcement learning, networks data analysis, functional data analysis, tensor analysis, ordinary differential equations, dimension reduction, high dimensional inference

causal inference, health services & policy analysis, biostatistics, discrete optimization

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

causal inference, machine learning, nonparametric statistics, responsible AI, algorithmic fairness

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

precision medicine, causal inference, adaptive experiment, machine learning and artificial intelligence

causal inference, precision health, Health AI, targeted learning, HIV, global health, pandemics

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

immigrant integration, intergroup relations, causal inference, race and ethnic politics, political behavior

infectious diseases, antimicrobial resistance, public health surveillance, mathematical modeling, Bayesian inference

causal inference, experimental design and analysis, algorithmic decision-making, refugee resettlement and asylum politics, public opinion, survey methodology

political economy, ethnic politics, comparative clientelism in developing countries, research design, causal inference, statistical methods, multi-method research

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

poverty, inequality, causal inference, mixed methods, incarceration, prisoner reentry, education, neighborhoods, urban, community, adolescence, public impact research/scholarship

applied statistics, functional genomics, translational bioinformatics, high dimensional and integrative genomic/genetic data analysis, network modeling, hierarchical multi-lable classification

physics, theoretical condensed matter, topological phase transitions, high-temperature superconductivity, organization principles enabling microscopic degrees of freedom to behave cooperatively, matter and their formation mechanisms, low dimensional quantum magnets, strongly correlated Fermi and Bose fluids

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

Problem solving, knowledge representation & reorganization, explanatory coherence & inference, conceptual change, societal implications, science instruction, global climate change psychology, numeracy in journalism, naïve/informal physics, computational models of cognition, perceptual-cognitive interactions, intelligent tutoring systems, understandings of biological evolution, Reasoning, qualitative & quantitative thinking

elections, astrophysics, law, statistics, litigation, causal inference, inverse problems, geophysics, uncertainty quantification, educational technology, soil science, race and gender bias and discrimination, nonparametrics, climate, natural disasters, sustainable food systems, public impact research/scholarship, community-engaged research / scholarship, community-based research partnerships, social justice research, research in the public interest, active transportation, earthquake hazard mitigation, natural hazards