Find UC Berkeley Faculty

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

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

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

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

causal inference, survey data analysis

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

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

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

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

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

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

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

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, 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

immigration and migration, medical anthropology with foci on social theory and ethnography, social studies of medicine and science, social difference related to race, social difference related to socioeconomic status, social difference related to citizenship, social difference related to gender, social difference related to sexuality, naturalization and normalization of social hierarchies and health disparities, social suffering and symbolic violence, urban and rural Latin America and North America, population health with focus on global health, population health with focus on health disparities, population health with focus on social determinants of health

culture, cognition, social networks, social capital, organizational sociology, formal organizations, social influence

applied microeconomic theory, political economy, corruption and influence, collective decision-making, coercion, quality of politicians, state capabilities