Arabian Journal of Mathematics (May 2020)

Strong consistency of local linear estimation of a conditional density function under random censorship

  • Abdelkader Benkhaled,
  • Fethi Madani,
  • Salah Khardani

DOI
https://doi.org/10.1007/s40065-020-00282-1
Journal volume & issue
Vol. 9, no. 3
pp. 513 – 529

Abstract

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Abstract In this paper, we study nonparametric local linear estimation of the conditional density of a randomly censored scalar response variable given a functional random covariate. We establish under general conditions the pointwise almost sure convergence with rates of this estimator under $$\alpha $$ α -mixing dependence. Finally, to show interests of our results, on the practical point of view, we have conducted a computational study, first on a simulated data and, then on some real data concerning Kidney transplant data.

Keywords