ModelMap: Modeling and Map Production using Random Forest and Related Stochastic Models (original) (raw)

Creates sophisticated models of training data and validates the models with an independent test set, cross validation, or 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.

Version: 3.4.0.4
Depends: R (≥ 2.13.0), randomForest, raster
Imports: graphics, grDevices, stats, utils, mgcv, corrplot, fields, HandTill2001, PresenceAbsence
Suggests: party, quantregForest
Published: 2023-04-24
DOI: 10.32614/CRAN.package.ModelMap
Author: Elizabeth Freeman, Tracey Frescino
Maintainer: Elizabeth Freeman <elizabeth.a.freeman at usda.gov>
License: Unlimited
Copyright: see file
NeedsCompilation: no
Citation: ModelMap citation info
Materials:
In views: Spatial
CRAN checks: ModelMap results

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