Abstract:
We introduce a local linear nonparametric estimation for the generalized regression function of a scalar response variable given a random variable taking values in a semi metric space. We establish a rate of uniform consistency for the proposed estimators. Then, based on a real data set we illustrate the performance of a particular studied estimator with respect to other known estimators.
Keywords:locally modelled regression, nonparametric estimation, rate of convergence, uniform almost complete convergence.
UDC:519.2
Received: 04.12.2018 Received in revised form: 28.01.2019 Accepted: 06.03.2019