Clustered random forests with correlated data for optimal estimation and inference under potential covariate shift

Elliot H. Young, Peter Bühlmann

We develop Clustered Random Forests, a random forests algorithm for clustered data, arising from independent groups that exhibit within-cluster dependence. The leaf-wise prediction…