Statistical properties of nearest neighbor regression function estimate for strong mixing processes.
Résumé
We examine statistical properties of nearest neighbor regression technique beyond the standard i.i.d hypothesis. We analyze the second order properties and establish the asymptotic normality of the nearest neighbor regression function estimate for strongly mixing processes. We achieve some rates for the second order properties for this nonparametric method for strongly mixing processes. We make an application of the theoretical results on the modelling of economic indicators.
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