<Specific Information> <Reference List> | |
Type: | Journal Article |
National /International: | International |
Title: | A Parzen-Rosenblatt type density estimator for circular data: exact and asymptotic optimal bandwidths |
Publication Date: | 2024 |
Authors: |
- Carlos Tenreiro
|
Journal Name: | Communications in Statistics - Theory and Methods |
Volume: | 53 |
Number: | 20 |
Pages: | 7436-7452 |
Abstract: | For the Parzen-Rosenblatt type density estimator for circular data we prove the existence of a minimiser, \( h_{\mathsf{MISE}}(f;K,n) \), of its exact mean integrated squared error. Under mild conditions we show that it is asymptotically equivalent to the bandwidth \( h_{\mathsf{AMISE}}(f;K,n) \) that minimises the leading terms of the mean integrated squared error expansion, and we obtain the order of convergence of the relative error \( h_{\mathsf{AMISE}}(f;K,n)/h_{\mathsf{MISE}}(f;K,n)-1 \). Some small and moderate sample-size comparisons between the two bandwidths are also presented when the underlying density is a mixture of von Mises densities. |
Editor: | Taylor and Francis |
Keywords: | Parzen--Rosenblatt type density estimator; circular data; exact and asymptotic optimal bandwidths |
Online version: | https://www.tandfonl...3610926.2023.2264996 |
Download: | Not available |