The blockCV package creates spatially or environmentally separated training and testing folds for cross-validation to provide a robust error estimation in spatially structured environments. See
Spatial cross-validation for GeoAI
Draw map boundaries your data supports instead of inheriting ones that don't fit. spatialkit tessellates point observations into Voronoi, hex, grid or Delaunay cells, aggregates to them with autocorrelation-aware standard errors, and fits GWR, Bayesian GP or random-forest models validated by spatial cross-validation.
Data and code for pixel-based landslide susceptibility modelling in Huancabamba (Peru) using Random Forest and spatial block cross-validation.
BathySurrogate: An Open-Source Environmental Surrogate Framework for Satellite-Derived Bathymetry via Multi-Source Data Fusion and Spatial Validation
3D spatial random forests and RF-GLS for mineral resource estimation under spatial block cross-validation
Comparación reproducible de modelos del precio del suelo urbano bajo validación aleatoria y espacial en Quito, Ecuador
Remote-sensing experiments on wildfire burn-severity mapping, cross-event transfer, and pre-fire prediction using Landsat, MTBS, and CanLaBS.
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