Stephen Roberts

Gaussian processes for time-series modelling

Stephen Roberts, Michael A. Osborne, Mark Ebden et al. · Philosophical Transactions of the Royal Society A Mathematical Physical and Engineering Sciences · 2013 · 607 citations · Full text

Bayesian Statistic, Bayesian Statistics, Gentle Introduction +11

Overlapping community detection using Bayesian non-negative matrix factorization

Ioannis Psorakis, Stephen Roberts, Mark Ebden et al. · Physical Review E · 2011 · 404 citations

Engineering, Community Mining, Network Analysis +16

A Gaussian process framework for modelling stellar activity signals in radial velocity data

Vinesh Rajpaul, S. Aigrain, Michael A. Osborne et al. · Monthly Notices of the Royal Astronomical Society · 2015 · 390 citations · Full text

Bayesian approaches to Gaussian mixture modeling

Stephen Roberts, Dirk Husmeier, Iead Rezek et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 1998 · 317 citations

Bayesian-based Methodology, Bayesian Statistics, Mixture Distribution +15

A tutorial on variational Bayesian inference

Charles W. Fox, Stephen Roberts · Artificial Intelligence Review · 2011 · 313 citations

Bayesian Statistic, Bayesian Statistics, Engineering +6