Modeling and Map Production using Random Forest and Related Stochastic Models
Build a raster Look-UP-Table for training dataset
colors to transparent colors
Randomly Divide Data into Training and Test Sets
Internal ModelMap Functions
Model Building
Model Predictions and Diagnostics
Exploratory data analysis
Compares the variable importance of two models with a back to back bar...
plot of two-way model interactions
Map Making
Modeling and Map Production using Random Forest and Related Stochastic...
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.