ModelMap: Modeling and Map Production using Random Forest and Stochastic Gradient Boosting

Creates sophisticated models of training data and validates the models with an independent test set, cross validation, or in the case of Random Forest Models, with Out Of Bag (OOB) predictions on the training data. Create graphs and tables of the model validation results. Applies these models to GIS .img files of predictors to create detailed prediction surfaces. Handles large predictor files for map making, by reading in the .img files in chunks, and output to the .txt file the prediction for each data chunk, before reading the next chunk of data.

AuthorElizabeth Freeman, Tracey Frescino
Date of publication2016-07-03 10:53:52
MaintainerElizabeth Freeman <eafreeman@fs.fed.us>
LicenseUnlimited
Version3.3.5

View on CRAN

Files in this package

ModelMap
ModelMap/inst
ModelMap/inst/CITATION
ModelMap/inst/CHANGELOG
ModelMap/inst/README
ModelMap/inst/COPYRIGHTS
ModelMap/inst/extdata
ModelMap/inst/extdata/vignetteexamples
ModelMap/inst/extdata/vignetteexamples/VModelMapData_modis_STK2005097.img
ModelMap/inst/extdata/vignetteexamples/VModelMapData_dem_ELEVM_250.img
ModelMap/inst/extdata/vignetteexamples/VModelMapData.csv
ModelMap/inst/extdata/vignetteexamples/VModelMapData_nlcd_NLCD01_250.img
ModelMap/inst/extdata/vignetteexamples/VModelMapData_LUT.csv
ModelMap/inst/extdata/helpexamples
ModelMap/inst/extdata/helpexamples/LUT_2001.csv
ModelMap/inst/extdata/helpexamples/LUT_2004.csv
ModelMap/inst/extdata/helpexamples/nlcd_subset1.img
ModelMap/inst/extdata/helpexamples/tc01_subset1.img
ModelMap/inst/extdata/helpexamples/tc04_subset1.img
ModelMap/inst/extdata/helpexamples/DATATRAIN.csv
ModelMap/inst/extdata/helpexamples/DATATEST.csv
ModelMap/inst/doc
ModelMap/inst/doc/Vquantile.R
ModelMap/inst/doc/VModelMap.R
ModelMap/inst/doc/Vquantile.Rnw
ModelMap/inst/doc/VModelMap.Rnw
ModelMap/inst/doc/ExploreModelMap.pdf
ModelMap/inst/doc/VModelMap.pdf
ModelMap/inst/doc/ExploreModelMap.Rnw
ModelMap/inst/doc/ExploreModelMap.R
ModelMap/inst/doc/Vquantile.pdf
ModelMap/NAMESPACE
ModelMap/R
ModelMap/R/build.rastLUT.R ModelMap/R/model.mapmake.R ModelMap/R/get.test.R ModelMap/R/model.interaction.plot.R ModelMap/R/model.build.R ModelMap/R/model.diagnostics.R ModelMap/R/internal.R ModelMap/R/model.explore.R ModelMap/R/model.importance.plot.R
ModelMap/vignettes
ModelMap/vignettes/VModelMapData_modis_STK2005097.img
ModelMap/vignettes/VModelMap.bib
ModelMap/vignettes/VModelMapData_dem_ELEVM_250.img
ModelMap/vignettes/VModelMapData.csv
ModelMap/vignettes/Vquantile.Rnw
ModelMap/vignettes/VModelMap.Rnw
ModelMap/vignettes/VModelMapData_nlcd_NLCD01_250.img
ModelMap/vignettes/ExploreModelMap.Rnw
ModelMap/vignettes/VModelMapData_LUT.csv
ModelMap/vignettes/QuantileModelMap.bib
ModelMap/vignettes/ExploreModelMap.bib
ModelMap/MD5
ModelMap/build
ModelMap/build/vignette.rds
ModelMap/DESCRIPTION
ModelMap/man
ModelMap/man/model.explore.Rd ModelMap/man/build.rastLUT.Rd ModelMap/man/ModelMap-package.Rd ModelMap/man/internal.Rd ModelMap/man/get.test.Rd ModelMap/man/model.diagnostics.Rd ModelMap/man/model.interaction.plot.Rd ModelMap/man/model.build.Rd ModelMap/man/model.mapmake.Rd ModelMap/man/col2trans.Rd ModelMap/man/model.importance.plot.Rd

Questions? Problems? Suggestions? or email at ian@mutexlabs.com.

All documentation is copyright its authors; we didn't write any of that.