English

A $k$NN procedure in semiparametric functional data analysis

Methodology 2024-01-29 v1

Abstract

A fast and flexible kkNN procedure is developed for dealing with a semiparametric functional regression model involving both partial-linear and single-index components. Rates of uniform consistency are presented. Simulated experiments highlight the advantages of the kkNN procedure. A real data analysis is also shown.

Keywords

Cite

@article{arxiv.2401.14848,
  title  = {A $k$NN procedure in semiparametric functional data analysis},
  author = {Silvia Novo and Germán Aneiros and Philippe Vieu},
  journal= {arXiv preprint arXiv:2401.14848},
  year   = {2024}
}

Comments

14 pages, 1 figure, 6 tables

R2 v1 2026-06-28T14:28:06.695Z