Find UC Berkeley Faculty

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

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

probability theory, statistical mechanics

machine learning, computation, systems neuroscience, auditory cortex, neural coding, statistical mechanics

Theoretical and Applied Statistics

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

data science, statistics, machine learning

signal processing, image processing, computer vision, deep learning

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