Find UC Berkeley Faculty

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

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

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

social psychology, personality psychology, affective science, psychophysiology, individual differences, emotion, emotion regulation, health psychology, happiness, well-being, psychological health

flexible and pragmatic uses of language, representation of abstract concepts, linguistic relativity, social cognitive development in different cultural contexts

macroeconomics, monetary theory, behavioral economics, sociology and economics, theory of unemployment, asymetric information, staggered contract theory, money demand, labor market flows, theory of business cycles, economics of social customs, measurement of unemployment, economics of discrimination

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

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

culture, conflict, behavior, love, psychology, emotion, social interaction, individual differences in emotion, negotiation, embarrassment, desire, juvenile delinquency, laughter, anger, social perception, negotiating morality

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

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

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

energy use, health effects of air pollution, climate change, exposure assessment, global health, health impacts of energy use, heat and health, air pollution measurement, public impact research/scholarship, community-engaged research/scholarship, community-based research partnerships, social justice 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

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

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, 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

eukaryotic molecular biology; biochemistry, cellular differentiation, chromatin function, RNA synthesis, single cell imaging, single molecule imaging

computational optical imaging, light field cameras, metrology and inspection, phase retrieval, inverse problems in imaging, optical coherence theory, 3D imaging and display

condensed matter physics and materials science

nuclear magnetic resonance, physics, noise limitations, applications of superconducting quantum interference devices, low-transition temperature, axion detectors, sensing of magnetically-tagged biomolecules, nondestructive evaluation

metabolism, biomechanics, butterflies, energetics, flight, gliding, hummingbirds, insects, paleophysiology

quantum information and quantum computation, control and simulation of complex quantum systems, quantum effects in biological systems, quantum physics, quantum mechanics

amino acids, determinants of protein structure and folding, biophysical, structural and computational techniques, translocation, protein synthesis