A Comparison between Two Discordancy Tests to Identify Outlier in Wrapped Normal (WN) Samples

This study focuses on comparing the performance of the Robust Circular Distance (RCDU*) (simplified version) and A statistics in detecting a single outlier in the Wrapped Normal (WN) samples. Firstly, this study proposes a simplified version of RCDU statistic. Then, the paper generates the cut-off p...

Full description

Bibliographic Details
Published in:Sains Malaysiana
Main Author: Zulkefli N.M.; Rambli A.; Suhaimi M.I.K.A.; Mohamed I.; Redzuan R.S.
Format: Article
Language:English
Published: Penerbit Universiti Kebangsaan Malaysia 2023
Online Access:https://www.scopus.com/inward/record.uri?eid=2-s2.0-85171673986&doi=10.17576%2fjsm-2023-5207-19&partnerID=40&md5=790138f25e4b6075d3cde93218c26938
id 2-s2.0-85171673986
spelling 2-s2.0-85171673986
Zulkefli N.M.; Rambli A.; Suhaimi M.I.K.A.; Mohamed I.; Redzuan R.S.
A Comparison between Two Discordancy Tests to Identify Outlier in Wrapped Normal (WN) Samples
2023
Sains Malaysiana
52
7
10.17576/jsm-2023-5207-19
https://www.scopus.com/inward/record.uri?eid=2-s2.0-85171673986&doi=10.17576%2fjsm-2023-5207-19&partnerID=40&md5=790138f25e4b6075d3cde93218c26938
This study focuses on comparing the performance of the Robust Circular Distance (RCDU*) (simplified version) and A statistics in detecting a single outlier in the Wrapped Normal (WN) samples. Firstly, this study proposes a simplified version of RCDU statistic. Then, the paper generates the cut-off points for both statistics taken from WN samples via a simulation study. This study also evaluates the performance of both statistics using the proportion of a correct outlier detection. As a result, for a small sample size, the performance of RCDU*and A statistics do not have a huge difference. However, for a large sample size of n=250, A statistic performs slightly better than RCDU*statistic. As an illustration of a practical example, both statistics successfully detected one outlier present in the wind direction data at Kota Bharu station. © 2023 Penerbit Universiti Kebangsaan Malaysia. All rights reserved.
Penerbit Universiti Kebangsaan Malaysia
1266039
English
Article
All Open Access; Gold Open Access
author Zulkefli N.M.; Rambli A.; Suhaimi M.I.K.A.; Mohamed I.; Redzuan R.S.
spellingShingle Zulkefli N.M.; Rambli A.; Suhaimi M.I.K.A.; Mohamed I.; Redzuan R.S.
A Comparison between Two Discordancy Tests to Identify Outlier in Wrapped Normal (WN) Samples
author_facet Zulkefli N.M.; Rambli A.; Suhaimi M.I.K.A.; Mohamed I.; Redzuan R.S.
author_sort Zulkefli N.M.; Rambli A.; Suhaimi M.I.K.A.; Mohamed I.; Redzuan R.S.
title A Comparison between Two Discordancy Tests to Identify Outlier in Wrapped Normal (WN) Samples
title_short A Comparison between Two Discordancy Tests to Identify Outlier in Wrapped Normal (WN) Samples
title_full A Comparison between Two Discordancy Tests to Identify Outlier in Wrapped Normal (WN) Samples
title_fullStr A Comparison between Two Discordancy Tests to Identify Outlier in Wrapped Normal (WN) Samples
title_full_unstemmed A Comparison between Two Discordancy Tests to Identify Outlier in Wrapped Normal (WN) Samples
title_sort A Comparison between Two Discordancy Tests to Identify Outlier in Wrapped Normal (WN) Samples
publishDate 2023
container_title Sains Malaysiana
container_volume 52
container_issue 7
doi_str_mv 10.17576/jsm-2023-5207-19
url https://www.scopus.com/inward/record.uri?eid=2-s2.0-85171673986&doi=10.17576%2fjsm-2023-5207-19&partnerID=40&md5=790138f25e4b6075d3cde93218c26938
description This study focuses on comparing the performance of the Robust Circular Distance (RCDU*) (simplified version) and A statistics in detecting a single outlier in the Wrapped Normal (WN) samples. Firstly, this study proposes a simplified version of RCDU statistic. Then, the paper generates the cut-off points for both statistics taken from WN samples via a simulation study. This study also evaluates the performance of both statistics using the proportion of a correct outlier detection. As a result, for a small sample size, the performance of RCDU*and A statistics do not have a huge difference. However, for a large sample size of n=250, A statistic performs slightly better than RCDU*statistic. As an illustration of a practical example, both statistics successfully detected one outlier present in the wind direction data at Kota Bharu station. © 2023 Penerbit Universiti Kebangsaan Malaysia. All rights reserved.
publisher Penerbit Universiti Kebangsaan Malaysia
issn 1266039
language English
format Article
accesstype All Open Access; Gold Open Access
record_format scopus
collection Scopus
_version_ 1818940558913044480