Consistent nonparametric regression from recursive partitioning schemes
We here extend our results on asymptotically Bayes risk efficient classification to the general regression scenario. More precisely, we find Lp consistent estimators for an arbitrary regression function provided only that the dependent variable has a finite absolute pth moment. The estimators are truncated and untruncated local means derived from recursive partitioning schemes.
| Year of publication: |
1980
|
|---|---|
| Authors: | Gordon, Louis ; Olshen, Richard A. |
| Published in: |
Journal of Multivariate Analysis. - Elsevier, ISSN 0047-259X. - Vol. 10.1980, 4, p. 611-627
|
| Publisher: |
Elsevier |
| Keywords: | Nonparametric regression recursive partitioning schemes convergence in pth mean |
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