Agarwood Oil Quality Classifier Using Machine Learning

Agarwood Oil is known as one of the most expensive and precious oils being traded. It is widely used in traditional ceremonies, and religious prayers. It’s quality plays an important role on the market price that it can be traded. This paper proposes on a proper classification method of the agarwood...

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Main Authors:	M. A., Abas, N. S. A., Zubir, N., Ismail, N. A. M., Ali, Mohd Hezri Fazalul, Rahiman, Saiful Nizam, Tajuddin, M. N., Taib
Format:	Conference or Workshop Item
Language:	English
Published:	2017
Subjects:	Q Science (General)
Online Access:	http://umpir.ump.edu.my/id/eprint/18142/ http://umpir.ump.edu.my/id/eprint/18142/1/Agarwood%20Oil%20Quality%20Classifier%20Using%20Machine%20Learning.pdf

id	ump-18142
recordtype	eprints
spelling	ump-181422018-01-17T02:55:09Z http://umpir.ump.edu.my/id/eprint/18142/ Agarwood Oil Quality Classifier Using Machine Learning M. A., Abas N. S. A., Zubir N., Ismail N. A. M., Ali Mohd Hezri Fazalul, Rahiman Saiful Nizam, Tajuddin M. N., Taib Q Science (General) Agarwood Oil is known as one of the most expensive and precious oils being traded. It is widely used in traditional ceremonies, and religious prayers. It’s quality plays an important role on the market price that it can be traded. This paper proposes on a proper classification method of the agarwood oil quality using machine learning model k-nearest neighbour (k-NN). The chemical compounds of the agarwood oil from high and low quality are used to train and build the k-NN classifier model. Correlation-based feature selection was used to reduce the dimension of the data before it is being fed into the model. The results show a very high accuracy (100%) model trained and can be used to classify the agarwood oil quality accurately. 2017 Conference or Workshop Item PeerReviewed application/pdf en http://umpir.ump.edu.my/id/eprint/18142/1/Agarwood%20Oil%20Quality%20Classifier%20Using%20Machine%20Learning.pdf M. A., Abas and N. S. A., Zubir and N., Ismail and N. A. M., Ali and Mohd Hezri Fazalul, Rahiman and Saiful Nizam, Tajuddin and M. N., Taib (2017) Agarwood Oil Quality Classifier Using Machine Learning. In: International Symposium On Computational Intelligence And Application, Jul 14, 2017 - Jul 15, 2017 , Melaka, Malaysia. . (Unpublished)
repository_type	Digital Repository
institution_category	Local University
institution	Universiti Malaysia Pahang
building	UMP Institutional Repository
collection	Online Access
language	English
topic	Q Science (General)
spellingShingle	Q Science (General) M. A., Abas N. S. A., Zubir N., Ismail N. A. M., Ali Mohd Hezri Fazalul, Rahiman Saiful Nizam, Tajuddin M. N., Taib Agarwood Oil Quality Classifier Using Machine Learning
description	Agarwood Oil is known as one of the most expensive and precious oils being traded. It is widely used in traditional ceremonies, and religious prayers. It’s quality plays an important role on the market price that it can be traded. This paper proposes on a proper classification method of the agarwood oil quality using machine learning model k-nearest neighbour (k-NN). The chemical compounds of the agarwood oil from high and low quality are used to train and build the k-NN classifier model. Correlation-based feature selection was used to reduce the dimension of the data before it is being fed into the model. The results show a very high accuracy (100%) model trained and can be used to classify the agarwood oil quality accurately.
format	Conference or Workshop Item
author	M. A., Abas N. S. A., Zubir N., Ismail N. A. M., Ali Mohd Hezri Fazalul, Rahiman Saiful Nizam, Tajuddin M. N., Taib
author_facet	M. A., Abas N. S. A., Zubir N., Ismail N. A. M., Ali Mohd Hezri Fazalul, Rahiman Saiful Nizam, Tajuddin M. N., Taib
author_sort	M. A., Abas
title	Agarwood Oil Quality Classifier Using Machine Learning
title_short	Agarwood Oil Quality Classifier Using Machine Learning
title_full	Agarwood Oil Quality Classifier Using Machine Learning
title_fullStr	Agarwood Oil Quality Classifier Using Machine Learning
title_full_unstemmed	Agarwood Oil Quality Classifier Using Machine Learning
title_sort	agarwood oil quality classifier using machine learning
publishDate	2017
url	http://umpir.ump.edu.my/id/eprint/18142/ http://umpir.ump.edu.my/id/eprint/18142/1/Agarwood%20Oil%20Quality%20Classifier%20Using%20Machine%20Learning.pdf
first_indexed	2023-09-18T22:25:31Z
last_indexed	2023-09-18T22:25:31Z
_version_	1777415939714711552

Agarwood Oil Quality Classifier Using Machine Learning

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