Decoupling Distance and Networks: Hybrid Graph Attention-Geostatistical Methods for Spatio-temporal Risk Mapping

arXiv preprint arXiv:2603.08393 (2026)

Preprint
Authors

Temitope T. Bamidele

Eniola Gayawan

Francis B. Adebola

Olatunji Johnson

Published

March 1, 2026

Links: arXiv

Summary. Proposes a hybrid framework that combines graph attention networks with model-based geostatistics to capture both network-structured and distance-based spatial dependence in spatio-temporal disease risk mapping, decoupling the two sources of spatial structure.