Bayesian Nonparametrics and Point Processes
Dynamic network modelling using completely random measures, in progress, 2021
Modelling sparsity, heterogeneity, reciprocity and community structure in temporal interaction data. Miscouridou, Caron, Teh, NeurIPS 2018
Exchangeable Random Measures for Sparse and Modular Graphs with Overlapping Communities, Todeschini, Miscouridou, Caron, Journal of the Royal Statistical Society B , 2020
A unified construction for series representations and finite approximations of competely random measures. Lee, Miscouridou, Caron, Under review , 2020
J. Lee, X. Miscouridou, F. Caron, Arrival time augmentation for series representations and finite approximations of completely random measures , Tractable Probabilistic Modelling, International Conference in Machine Learning , 2019.
Matlab Software Package for simulation and inference on sparse graphs with overlapping communities, 2017.
Gaussian and Hawkes Processes
Spatiotemporal Cox-Hawkes, in progress, 2021
Gaussian Process Nowcasting: Application to COVID-19 Mortality Reporting I. Hawryluk, H.Hoeltgebaum, S. Mishra, X. Miscouridou, R. P. Schnekenberg, C. Whittaker, M. Vollmer, S. Flaxman, S. Bhatt, T. A Mellan, AISTATS, 2021.
Deep Generative Models
Deep Survival Analysis: Nonparametrics and MIssingness. Miscouridou, Perotte, Elhadad, Ranganath, Proceedings of Machine Learning Research , 2020
Relaxed-Responsibility Hierarchical Discrete VAEs, Willetts, Miscouridou, Holmes, Roberts Under resubmission , 2021
Unifying the effective reproduction number, incidence, and prevalence under a stochastic age-dependent branching process T. Berah, T. A Mellan, X. Miscouridou, S. Mishra, K. V. Parag, M. S. Pakkanen, S. Bhatt, under review, 2021.
S. Mishra et al. Changing composition of SARS-CoV-2 lineages and rise of Delta variant in England, The Lancet, 2021.
N. R Faria, T. A Mellan et al. Genomics and epidemiology of a novel SARS-CoV-2 lineage in Manaus, Brazil, Science 2021.
A. Brizzi et al, Factors driving extensive spatial and temporal fluctuations in COVID-19 fatality rates in Brazilian hospitals, Nature Medicine, 2022