Unraveling near real-time spatial dynamics of population using geographical ensemble learning
Song Y, Wu S, Chen B, Bell M. Unraveling near real-time spatial dynamics of population using geographical ensemble learning. International Journal Of Applied Earth Observation And Geoinformation 2024, 130: 103882. PMID: 38938876, PMCID: PMC11210339, DOI: 10.1016/j.jag.2024.103882.Peer-Reviewed Original ResearchGeospatial dataHourly time seriesOpen-source geospatial dataGlobal change studiesGeospatial big dataSpatio-temporal heterogeneityUrban planningSpatial non-stationarityChange studiesPopulation spatializationSpatial disaggregationDisaster reductionSeamless mapTime seriesSpatial scalesTemporal resolutionPopulation mapsSpatial resolutionNon-stationarityRoot-mean-square deviationPopulation distributionPopulation prediction modelSpatial dynamicsAdvanced machine learning modelsSpatial statistics