Predictive performance of machine learning model with varying sampling designs, sample sizes, and spatial extents
Abdelkrim Bouasria, Yassine Bouslıhım, Surya Gupta, Ruhollah Taghizadeh‐Mehrjardi, Tomislav Hengl
Topics & Concepts
Sample size determinationSampling (signal processing)StatisticsSample (material)Sampling designSimple random sampleLatin hypercube samplingRandom forestComputer scienceSpatial analysisMathematicsMachine learningMonte Carlo methodPopulationComputer visionFilter (signal processing)ChromatographyDemographySociologyChemistryRemote Sensing and LiDAR ApplicationsLand Use and Ecosystem ServicesSoil Geostatistics and Mapping