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Local linear regression modelization when all variables are curves
Journal article   Peer reviewed

Local linear regression modelization when all variables are curves

Jacques Demongeot, Amina Naceri, Ali Laksaci and Mustapha Rachdi
Statistics & probability letters, Vol.121, pp.37-44
02/2017

Abstract

Functional data analysis Functional nonparametric statistics Functional response Local linear estimation Regression operator Strong consistency
A nonparametric local linear estimator of the regression function when both the response and the explanatory variables are of the functional kind is constructed. Then its rate of uniform almost-complete convergence is stated. This theoretical result will be a key tool for many further developments in nonparametric functional data analysis (FDA).

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