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Prediction performance of multivariate tree boosting, MANOVA, the Lasso, multivariate CART, and bagged multivariate CART when p > n. The performance is shown when predictors have linear effects only. Multivariate tree boosting does not perform worse than MANOVA or the Lasso, and performs much better than multivariate CART and bagged multivariate CART.
