Article ID | Journal | Published Year | Pages | File Type |
---|---|---|---|---|
7496671 | Spatial Statistics | 2013 | 23 Pages |
Abstract
The main purpose of this paper is to estimate nonparametrically some characteristics of spatial models related to the conditional cumulative distribution of a scalar response given functional random variables by the local linear approach. Specifically, the local linear estimators of the conditional cumulative distribution function and of the successive derivatives of the conditional density are constructed. Then, the asymptotic properties of these estimators, in terms of the almost-complete convergence with rates, are stated. Moreover, the usefulness of our results is illustrated through their application (a) to the spatial conditional mode estimation and (b)Â to the soil chemistry properties data.
Related Topics
Physical Sciences and Engineering
Earth and Planetary Sciences
Earth and Planetary Sciences (General)
Authors
Ali Laksaci, Mustapha Rachdi, Saâdia Rahmani,