Bayesian nonparametrics
During my DPhil, I have worked on two projects with my supervisors Professor François Caron and Professor Judith Rousseau regarding Bayesian nonparametric models for networks. In particular, we develop models for core-periphery and sparse dynamic networks. We also introduce an approximate inference method, based on a truncation of the infinite-dimensional model.
Image credit: mattbuck (category), CC BY-SA 2.0, via Wikimedia Commons.