A simulation study of bandwidth selection methods for non-parametric regression with long and semi-long range dependent errors

Thumbnail Image
Date
2021-01-01
Authors
Zhou, Zirou
Major Professor
Kris De Brabanter
Advisor
Committee Member
Journal Title
Journal ISSN
Volume Title
Publisher
Authors
Research Projects
Organizational Units
Organizational Unit
Statistics
As leaders in statistical research, collaboration, and education, the Department of Statistics at Iowa State University offers students an education like no other. We are committed to our mission of developing and applying statistical methods, and proud of our award-winning students and faculty.
Journal Issue
Is Version Of
Versions
Series
Department
Statistics
Abstract

The sample size and memory parameter affect the bandwidth and rate of convergence, with long, semi-long, and short memory processes. Provide simulation results, and explanations for our conjectures:1 The convergence of TLP with SRD does not depend on parameters.2 The order of the optimized bandwidth with LRD has a relationship with memory parameters.3 The order of the bandwidth with SLRD keep close to -1/5 is seemingly independent of parameters.

Comments
Description
Keywords
Citation
DOI
Source
Subject Categories
Copyright
Fri Jan 01 00:00:00 UTC 2021