CRAN/E | ModelMap

ModelMap

Modeling and Map Production using Random Forest and Related Stochastic Models

Installation

About

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.

Citation ModelMap citation info
Copyright see file COPYRIGHTS

Key Metrics

Version 3.4.0.4
R ≥ 2.13.0
Published 2023-04-24 368 days ago
Needs compilation? no
License Unlimited
CRAN checks ModelMap results

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Maintainer

Maintainer

Elizabeth Freeman

elizabeth.a.freeman@usda.gov

Authors

Elizabeth Freeman
Tracey Frescino

Material

ChangeLog
Reference manual
Package source

In Views

Spatial

Vignettes

Exploratory Data Analysis with the ModelMap package
ModelMap: an R package for Model Creation and Map Production
Pick your flavor of Random Forest

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Old Sources

ModelMap archive

Depends

R ≥ 2.13.0
randomForest
raster

Imports

graphics
grDevices
stats
utils
mgcv
corrplot
fields
HandTill2001
PresenceAbsence

Suggests

party
quantregForest