Automated Spatial Prediction using Ensemble Machine Learning

[Up] [Top]

Documentation for package ‘landmap’ version 0.0.13

Help Pages

buffer.dist Derive buffer distances for a list of points
buffer.dist-method Derive buffer distances for a list of points
cookfarm The Cook Agronomy Farm data set
download.landgis Access and download layers from OpenLandMap.org (LandGIS data service)
edgeroi The Edgeroi Data Set
edgeroi.grids The Edgeroi Data Set
edgeroi.grids100 The Edgeroi Data Set
fit.vgmModel Fit variogram using point data
fit.vgmModel-method Fit variogram using point data
getSpatialTiles Split a Spatial object into tiles
getSpatialTiles-method Estimate a tiling system
getSpatialTiles-method Split a Spatial object into tiles
isis ISRIC Soil Information System
landgis.tables OpenLandMap list of GeoTIFFs global mosaics
landmap landmap: Automated Spatial Prediction using Ensemble Machine Learning
makeTiles Make a tiling system from a bounding box
model.data Overlay points and grids and prepare regression matrix
munsell Standard color palettes for soil properties and classes
predict.spLearner Predict using spLearner at new locations
print.spLearner Print object of type 'spLearner'
sample.grid Sample spatial points by grids
sample.grid-method Sample spatial points by grids
search.landgis Search for available landgis layers
sic1997 The SIC 1997 Data Set
soil.classes Soil classification tables
soil.legends Standard color palettes for soil properties and classes
soil.vars Standard color palettes for soil properties and classes
SpatialComponents-class A class for gridded components derived using the 'spc' method
SpatialMemberships-class A class for membership maps derived using the 'fkmeans' classification
spc Generate Principal Components using SpatialPixelsDataFrame object
spc-method Generate Principal Components using SpatialPixelsDataFrame object
spfkm Fit a supervised fuzzy kmeans model and predict memberships
spfkm-method Fit a supervised fuzzy kmeans model and predict memberships
spmultinom Fits a multinomial logistic regression to spatial data
spmultinom-method Fits a multinomial logistic regression to spatial data
spsample.prob Estimate occurrence probabilities of a sampling plan (points)
spsample.prob-method Estimate occurrence probabilities of a sampling plan (points)
tile Tile spatial layers
tile-method Tile spatial layers
train.spLearner Train a spatial prediction and/or interpolation model using Ensemble Machine Learning
train.spLearner-method Train a spatial prediction and/or interpolation model using Ensemble Machine Learning
train.spLearner.matrix Train a spatial prediction and/or interpolation model using Ensemble Machine Learning from a regression/classification matrix
TT2tri Soil texture class to texture fractions conversion
tune.spLearner Optimize spLearner by fine-tuning parameters and running feature selection
tune.spLearner-method Optimize spLearner by fine-tuning parameters and running feature selection
USDA.TT.im Probability density for texture triangle