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On the local linear modelization of the conditional density for functional and ergodic data
Journal article   Peer reviewed

On the local linear modelization of the conditional density for functional and ergodic data

Somia Ayad, Ali Laksaci, Saadia Rahmani and Rachida Rouane
Metron (Rome), Vol.78(2), pp.237-254
01/08/2020

Abstract

Mathematics Physical Sciences Science & Technology Statistics & Probability
In this paper, we estimate the conditional density function using the local linear approach. We treat the case when the regressor is valued in a semi-metric space, the response is a scalar and the data are observed as ergodic functional times series. Under this dependence structure, we state the almost complete consistency (a.co.) with rates of the constructed estimator. Moreover, the usefulness of our results is illustrated through their application to the conditional mode estimation.

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