Conditional variance of a fixed regression-tree partition

For a deterministic partition $R_1,\dots ,R_J$ andconditional independence givesIf the conditional response variance is at most ${\sigma }^2$, the prediction variance at an independent test point is at most ${\sigma }^{2}J/n$.