Comment.

The author comments on an article Tom Shively and colleagues regarding variable selection and function estimation in additive nonparametric regression. He points out that the critical part of the proposed approach by Shively is the data-based prior. He also notes that an important case is missing from the simulation comparison, particularly the case where the full model holds and all of the considered variables should be included.