Type: Article
Title: A Three-Stage Nonparametric Kernel-Based Time Series Model Based on Fuzzy Data
Authors: Hesamian, Gholamreza
Johannssen, Arne
Chukhrova, Nataliya 
Issue Date: 21-Jun-2023
Keywords: fuzzy regression; fuzzy time series model; nonparametric time series analysis; time series analysis
Abstract: 
In this paper, a nonlinear time series model is developed for the case when the underlying time series data are reported by 𝐿𝑅 fuzzy numbers. To this end, we present a three-stage nonparametric kernel-based estimation procedure for the center as well as the left and right spreads of the unknown nonlinear fuzzy smooth function. In each stage, the nonparametric Nadaraya–Watson estimator is used t...
Subject Class (DDC): 500: Naturwissenschaften
HCU-Faculty: Hydrographie und Geodäsie 
Journal or Series Name: Mathematics 
Volume: 11
Issue: 13
Publisher: MDPI
ISSN: 2227-7390
Publisher DOI: 10.3390/math11132800
URN (Citation Link): urn:nbn:de:gbv:1373-repos-11632
Directlink: https://repos.hcu-hamburg.de/handle/hcu/906
Language: English
Creative Commons License: https://creativecommons.org/licenses/by/4.0/
Appears in CollectionPublikationen (mit Volltext)

Files in This Item:
File Description SizeFormat
mathematics-11-02800.pdf1.38 MBAdobe PDFView/Open
Staff view

Page view(s)

319
checked on Apr 5, 2025

Download(s)

99
checked on Apr 5, 2025

Google ScholarTM

Check

Export

This item is licensed under a Creative Commons License Creative Commons