Optimising Random Forest Stability by Determining the Optimal Number of Trees
Estimate the required number of trees
Estimate the stability of random forest
Measure the stability of random forest
Optimise random forest for estimation of variable importance
Optimise random forest for prediction
Plot random forest stability
Calculating the stability of random forest with certain numbers of trees. The non-linear relationship between stability and numbers of trees is described using a logistic regression model and used to estimate the optimal number of trees.