Random Forests Special Features
Random Forests is included in the SPM® v8.0 suite, and general features apply. Additional features, special to Random Forests, are also included in varying versions of the suite.
Additional Random Forests Features are available in Pro, ProEx, and Ultra.
|Modeling Engine: RandomForests for Classification||o||o||o||o|
|Additional Modeling Engine:RandomForests for Regession||o||o||o|
|Automation: Varies the bootstrap sample size (Automate RFBOOTSTRAP)||o||o||o|
|Automation: Vary the number of randomly selected predictors at the node-level (Automate RFNPREDS)||o||o||o|
|Flexible controls over interactions in a Random Forests for Regression model (requires TreeNet license)||o|
|Interaction strength reporting (requires TreeNet license)||o|
|Spline-based approximations to the Random Forests for Regression dependency plots (requires TreeNet license)||o|
|Exporting Random Forests for Regression dependency plots into XML files (requires TreeNet license)||o|
|Build a CART tree utilizing the Random Forests for Regression engine to gain speed as well as alternative reporting||o|
|Automation: Explore the impact of influence trimming (outlier removal) for logistic and classification models (Automate INFLUENCE)||o|
|Automation:Exhaustive search and ranking for all interactions of the specified order (Automate ICL)||o|