Decision theory, biostatistics and precision medicine, probabilistic learning under model misspecification
Statistical modeling, Bayes Methods, Monte Carlo Methods.
Encrypted statistical methods, parallel MCMC methods, high performance computing, reliability theory
Statistical methods for intractable models
Data Science, machine-learning, networks, anomaly detection, cyber-security
Computational statistics, machine learning, stratified medicine.
Bayesian nonparametrics, machine learning, stochastic geometry
Large scale machine learning, probabilistic inference, deep learning
Kernel methods, machine learning
Inference on graphical models, expectation propagation, particle methods
Machine learning, reinforcement learning, stochastic processes
Bayesian statistics, decision theory, computational statistics, machine learning.
Probabilistic inference, Monte Carlo methods, neural networks, point processes
Computational statistics, Bayesian machine learning, multi-view learning
Bayesian nonparametrics, Machine Learning, Networks
Bayesian nonparametrics, deep learning
Bayesian Statistics, Computational Statistics, Markov chain Monte Carlo
deep learning, deep generative models, probabilistic inference
Large scale machine learning, Bayesian methods, Gaussian processes, Time series segmentation and classification