Estimating additive nonparametric models by partial L-q norm: The curse offractionality

Authors
Citation
O. Linton, Estimating additive nonparametric models by partial L-q norm: The curse offractionality, ECONOMET TH, 17(6), 2001, pp. 1037-1050
Citations number
22
Categorie Soggetti
Economics
Journal title
ECONOMETRIC THEORY
ISSN journal
02664666 → ACNP
Volume
17
Issue
6
Year of publication
2001
Pages
1037 - 1050
Database
ISI
SICI code
0266-4666(200112)17:6<1037:EANMBP>2.0.ZU;2-Y
Abstract
We propose a new method for estimating additive nonparametric regression mo dels based on taking the L-q median of a sample of kernel estimators. We es tablish the consistency and asymptotic normality of our procedures. The rat e of convergence depends on the value of q. For q > (3)/(2) one has the,usu al one-dimensional rate, but if q the rate can be slower.