Find UC Berkeley Faculty

machine learning and artificial intelligence, precision health, optimization, statistics

statistical mechanics, active matter, biophysics, physical chemistry, polymer science, directed self-assembly

statistical mechanics, fluid mechanics, solid mechanics, biological membranes, active matter, glassy dynamics

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

post-conflict elections, policing, peace processes, civil conflict, foreign intervention, armed actor governance, armed actor social support, counterinsurgency, survey experiments, mixed-method research design, Central America, Colombia, Solomon Islands, West Africa

theoretical computer science, probability theory, combinatorics, complex networks, statistical physics, artificial intelligence, applications of artificial intelligence and machine learning in engineering and sciences

American political institutions, bureaucratic organizations, executive branch, public administration, political economy, statistical modeling

computational biology, machine learning, artificial intelligence, genomics, personal genome interpretation, precision health, rare diseases, statistical genetics, molecular biology, biophysics

large random combinatorial structures, random matrices, superprocesses & other measure-valued processes, probability on algebraic structures -particularly local fields, applications of stochastic processes to biodemography, mathematical finance, population genetics, phylogenetics & historical linguistics

crime, criminal justice, drug control, gender, health disparities, inequality, law, mass incarceration, mental health, mixed methods, policing, policy, poverty, prisons, punishment, race, risk, reentry, substance abuse, trauma, violence, race and gender, artificial intelligence, data science, social work and education, social work, public impact research/scholarship, social justice research

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

statistical and sparse signal processing, adversarial and distributed machine learning, coded computing, privacy and security, scalable distributed video-on-demand delivery, coding theory, communications, information theory, peer-to-peer networking, blockchains

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

statistics, organization, psychology, research methodology, industrial, social psychology, personnel, cross-cultural work values, decision-making research, work and family issues, the work values of Chinese employees

integrable probability, random matrices, asymptotic representation theory

mitochondrial biogenesis, mitochondrial genome inheritance, organelle assembly, DNA replication, cell metabolism, interactions between membrane-bound organelles

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

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

artificial intelligence, health

data science, Educational Data Science, scientific computing

measurement, psychometrics, assessment, development of assessment resources, assessment systems

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

phase transitions in computer science, structural and dynamical properties of networks, graphons, machine learning, ethical decision making, climate change

dictatorship, democratic backsliding, ethnic politics, Eastern Europe, religion and politics, voting behavior