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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

2023Ecological Informatics51 citationsDOI

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
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