Bivariate Splitting / Pathway Awareness

[ryanbressler]

"Pathway analysis using random forests with bivariate node-split for survival outcomes" suggests a simple method for splitting on two features at once by choosing sqrt(m) features and looking for splits of the form f1+f2<split.

http://bioinformatics.oxfordjournals.org/content/26/2/250.full