Quality-Guaranteed and Cost-Effective Population Health Profiling: A Deep Active Learning Approach
Long Chen,
Jiangtao Wang,
Piyushimita (Vonu) Thakuriah
Abstract:Reliability and cost are two primary consideration for profiling population-scale prevalence (
PPP
) of multiple None Communicable Diseases (
NCDs
). In this paper, we exploit intra-disease and inter-disease correlation in different traditionally-sensed-areas (
TS-A
) to reduce the required number of the profiling task allocated without compromising the data reliability. Specifically, we propose a novel approach called Compressive Populati… Show more
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