Communication in Statistics- Theory and Methods · 2022 · 11 citations · 36 references
Natural ResourcesNatural Resource EconomicsEnergy EconomicsEnvironmental EconomicsRemote SensingAmbient LightingDaylight ModelingAccuracyCost EfficiencyLight IntensityNight LightingPer Capita ConsumptionRemote Sensing Of Nighttime Lights
Along with the growing popularity of the small area estimation method, the need to utilize good auxiliary variables also increases. Remote sensing data, such as night light imagery, offers advantages such as time-cost efficiency and global coverage but is easily accessible. This research aims to implement night light intensity as an auxiliary variable for the EBLUP model to estimate per capita consumption expenditure at West Java in 2018. This research employs three scenarios of auxiliary variables usage in EBLUP model construction: official data, night light intensity, and the combination between both data. The results show that night light intensity is an efficient auxiliary variable for estimating per capita consumption expenditure. Furthermore, the EBLUP model with a combination of official data and night light as auxiliary variables gives the best accuracy with coefficient of variation (CV) as evaluation.
36
Combining satellite imagery and machine learning to predict poverty
Neal Jean, Marshall Burke, Sang Michael Xie et al. · Science · 2016 · 1.6K citations
Applied Linear Regression Models
Farid Kianifard, J. Neter, W. Wasserman et al. · Technometrics · 1990 · 1.3K citations