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stat.CO2026
Neural Posterior Estimation for Spatial Individual-Level Epidemic Models
Yicheng Mao, Rob Deardon
Spatial individual-level models (ILMs) provide a flexible framework for modelling infectious disease transmission across populations with known locations. Bayesian inference for th…
stat.CO2024
Conditional logistic individual-level models of spatial infectious disease dynamics
Tahmina Akter, Rob Deardon
Here, we introduce a novel framework for modelling the spatiotemporal dynamics of disease spread known as conditional logistic individual-level models (CL-ILM's). This framework al…
stat.CO2024
Individual-level models of disease transmission incorporating piecewise spatial risk functions
Chinmoy Roy Rahul, Rob Deardon
Modelling epidemics is crucial for understanding the emergence, transmission, impact and control of diseases. Spatial individual-level models (ILMs) that account for population het…