getRuleMetric {inTrees} | R Documentation |
Assign outcomes to a conditions, and measure the rules
Description
Assign outcomes to a conditions, and measure the rules
Usage
getRuleMetric(ruleExec, X, target)
Arguments
ruleExec |
a set of rule conditions |
X |
predictor variable matrix |
target |
target variable |
Value
a matrix including the condictions, predictions, and metrics
References
Houtao Deng, Interpreting Tree Ensembles with inTrees, technical report, 2014
Examples
library(RRF)
data(iris)
X <- iris[,1:(ncol(iris)-1)]
target <- iris[,"Species"]
rf <- RRF(X,as.factor(target),ntree=100) # build an ordinary RF
treeList <- RF2List(rf)
ruleExec <- extractRules(treeList,X) # transform to R-executable rules
ruleExec <- unique(ruleExec)
ruleMetric <- getRuleMetric(ruleExec,X,target) # measure rules
[Package inTrees version 1.4 Index]