DrElizaveta Semenova
Assistant Professor in Biostatistics, Comp\. Epi\. and ML
School of Public Health - Faculty of Medicine
Orcid identifier0000-0002-8271-2575 (opens in a new tab)
- Assistant Professor in Biostatistics, Comp\. Epi\. and MLSchool of Public Health - Faculty of Medicine
- United Kingdom
RESEARCH
- Bayesian statistics and probabilistic machine learning
including Bayesian inference, hierarchical models, simulation-based inference and uncertainty quantification. - Spatiotemporal modelling
including spatial and spatiotemporal Gaussian Processes, graph-based priors and scalable spatial statistics. - Deep generative models for scientific inference
including variational autoencoders, diffusion models and generative surrogates for accelerating MCMC and likelihood-free inference. - Adaptive data collection and survey design
including active learning, adaptive sampling and resource-efficient study design for public-health surveillance. - Probabilistic programming and scalable computation
including Stan, PyMC, NumPyro, JAX-based modelling, approximate inference, and high-performance computing for large-scale statistical models. - Applications in epidemiology and public health
including infectious-disease modelling, environmental and toxicological exposures, and data-driven policy decision support.