Adaptive resources allocation CUSUM for binomial count data monitoring with application to COVID-19 hotspot detection
Adaptive resources allocation CUSUM for binomial count data monitoring with application to COVID-19 hotspot detection
In this paper, we present an efficient statistical method (denoted as 'Adaptive Resources Allocation CUSUM') to robustly and efficiently detect the hotspot with limited sampling resources. Our main idea is to combine the multi-arm bandit (MAB) and change-point detection methods to balance the exploration and exploitation of resource allocation for …