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Sensors closeness test based on an improved [0, 1] bounded Mahalanobis distance Δ2

Mahalanobis distance οଶ values are commonly in the range of 0 to ൅λ where higher values represent greater distance between class means or points. The increase in Mahalanobis distance is unbounded as the distance multiply.To certain extend, the unbounded distance values pose difficulties in the evalu...

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Main Authors: Masnan, Maz Jamilah, Mahat, Nor Idayu, Md Shakaff, Ali Yeon, Abdullah, Hassan
Format: Conference or Workshop Item
Language:English
Published: 2015
Subjects:
QA Mathematics
Online Access:http://repo.uum.edu.my/16815/1/18.pdf
http://repo.uum.edu.my/16815/
http://doi.org/10.1063/1.4937099
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spelling my.uum.repo.168152016-04-27T06:34:17Z http://repo.uum.edu.my/16815/ Sensors closeness test based on an improved [0, 1] bounded Mahalanobis distance Δ2 Masnan, Maz Jamilah Mahat, Nor Idayu Md Shakaff, Ali Yeon Abdullah, Hassan QA Mathematics Mahalanobis distance οଶ values are commonly in the range of 0 to ൅λ where higher values represent greater distance between class means or points. The increase in Mahalanobis distance is unbounded as the distance multiply.To certain extend, the unbounded distance values pose difficulties in the evaluation and decision for instance in the sensors closeness test.This paper proposes an approach to [0, 1] bounded Mahalanobis distance οଶ that enable researcher to easily perform sensors closeness test.The experimental data of four different types of rice based on three different electronic nose sensors namely InSniff, PEN3, and Cyranose320 were analyzed and sensor closeness test seems successfully performed within the [0, 1] bound. 2015 Conference or Workshop Item PeerReviewed application/pdf en http://repo.uum.edu.my/16815/1/18.pdf Masnan, Maz Jamilah and Mahat, Nor Idayu and Md Shakaff, Ali Yeon and Abdullah, Hassan (2015) Sensors closeness test based on an improved [0, 1] bounded Mahalanobis distance Δ2. In: 2nd Innovation and Analytics Conference & Exhibition (IACE 2015), 29 September –1 October 2015, TH Hotel, Alor Setar, Kedah, Malaysia. http://doi.org/10.1063/1.4937099 doi:10.1063/1.4937099
institution Universiti Utara Malaysia
building UUM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Utara Malaysia
content_source UUM Institutionali Repository
url_provider http://repo.uum.edu.my/
language English
topic QA Mathematics
spellingShingle QA Mathematics
Masnan, Maz Jamilah
Mahat, Nor Idayu
Md Shakaff, Ali Yeon
Abdullah, Hassan
Sensors closeness test based on an improved [0, 1] bounded Mahalanobis distance Δ2
description Mahalanobis distance οଶ values are commonly in the range of 0 to ൅λ where higher values represent greater distance between class means or points. The increase in Mahalanobis distance is unbounded as the distance multiply.To certain extend, the unbounded distance values pose difficulties in the evaluation and decision for instance in the sensors closeness test.This paper proposes an approach to [0, 1] bounded Mahalanobis distance οଶ that enable researcher to easily perform sensors closeness test.The experimental data of four different types of rice based on three different electronic nose sensors namely InSniff, PEN3, and Cyranose320 were analyzed and sensor closeness test seems successfully performed within the [0, 1] bound.
format Conference or Workshop Item
author Masnan, Maz Jamilah
Mahat, Nor Idayu
Md Shakaff, Ali Yeon
Abdullah, Hassan
author_facet Masnan, Maz Jamilah
Mahat, Nor Idayu
Md Shakaff, Ali Yeon
Abdullah, Hassan
author_sort Masnan, Maz Jamilah
title Sensors closeness test based on an improved [0, 1] bounded Mahalanobis distance Δ2
title_short Sensors closeness test based on an improved [0, 1] bounded Mahalanobis distance Δ2
title_full Sensors closeness test based on an improved [0, 1] bounded Mahalanobis distance Δ2
title_fullStr Sensors closeness test based on an improved [0, 1] bounded Mahalanobis distance Δ2
title_full_unstemmed Sensors closeness test based on an improved [0, 1] bounded Mahalanobis distance Δ2
title_sort sensors closeness test based on an improved [0, 1] bounded mahalanobis distance δ2
publishDate 2015
url http://repo.uum.edu.my/16815/1/18.pdf
http://repo.uum.edu.my/16815/
http://doi.org/10.1063/1.4937099
_version_ 1644282066704007168
score 13.211869

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