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Agarwood oil quality classification using one versus all strategies in multiclass on SVM model / Aqib Fawwaz Mohd Amidon … [et al.]

Agarwood oil is one of the most beneficial oil to the world community with a high demand. However, there has been a lack of research on the development of agarwood oil because there is no any standard grading model of agarwood oil was implemented. With that, it is very important to come out with a s...

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Main Authors: Mohd Amidon, Aqib Fawwaz, Mahabob, Noratikah Zawani, Ismail, Nurlaila, Mohd Yusoff, Zakiah, Taib, Mohd Nasir
Format: Book Section
Language:English
Published: UiTM Cawangan Melaka Kampus Jasin 2021
Subjects:
Extraction
Processes, operations, and techniques
Oils, fats, and waxes
Online Access:https://ir.uitm.edu.my/id/eprint/50611/1/50611.pdf
https://ir.uitm.edu.my/id/eprint/50611/
https://jamcsiix.wixsite.com/2021
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spelling my.uitm.ir.506112021-10-25T04:29:38Z https://ir.uitm.edu.my/id/eprint/50611/ Agarwood oil quality classification using one versus all strategies in multiclass on SVM model / Aqib Fawwaz Mohd Amidon … [et al.] Mohd Amidon, Aqib Fawwaz Mahabob, Noratikah Zawani Ismail, Nurlaila Mohd Yusoff, Zakiah Taib, Mohd Nasir Extraction Processes, operations, and techniques Oils, fats, and waxes Agarwood oil is one of the most beneficial oil to the world community with a high demand. However, there has been a lack of research on the development of agarwood oil because there is no any standard grading model of agarwood oil was implemented. With that, it is very important to come out with a standard of quality classification model for agarwood oil grading’s. By continuing developing this standard, specific algorithm function has been used to make sure the ability of this model is totally not in doubt. Support vector machine (SVM) has been chosen as a main model and for the specific function algorithm was multiclass function. Then, in the function, the one versus all (OVA) strategies has been used. The analysis work has involving the data taken from the previous researcher that consists of four classes of agarwood oil quality’s samples which are low, medium low, medium high and high quality. So, the output was the classification of quality between low, medium low, medium high or high quality while the input was the abundances (%) of compounds. The desk research has been conducted by using MATLAB software version r2020a for the simulation platform. The result showed that the model has pass the performance criteria standard. Based on that, the intelligent model has shown excellent performance with 100% of accuracy by producing 0.00 of error rate. The verdict in this research for sure will be valuable for the future research works of agarwood oil areas, especially quality classification part. UiTM Cawangan Melaka Kampus Jasin 2021 Book Section PeerReviewed text en https://ir.uitm.edu.my/id/eprint/50611/1/50611.pdf ID50611 Mohd Amidon, Aqib Fawwaz and Mahabob, Noratikah Zawani and Ismail, Nurlaila and Mohd Yusoff, Zakiah and Taib, Mohd Nasir (2021) Agarwood oil quality classification using one versus all strategies in multiclass on SVM model / Aqib Fawwaz Mohd Amidon … [et al.]. In: International Jasin Multimedia & Computer Science Invention and Innovation Exhibition (i-JaMCSIIX 2021). UiTM Cawangan Melaka Kampus Jasin, pp. 84-86. https://jamcsiix.wixsite.com/2021
institution Universiti Teknologi Mara
building Tun Abdul Razak Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Mara
content_source UiTM Institutional Repository
url_provider http://ir.uitm.edu.my/
language English
topic Extraction
Processes, operations, and techniques
Oils, fats, and waxes
spellingShingle Extraction
Processes, operations, and techniques
Oils, fats, and waxes
Mohd Amidon, Aqib Fawwaz
Mahabob, Noratikah Zawani
Ismail, Nurlaila
Mohd Yusoff, Zakiah
Taib, Mohd Nasir
Agarwood oil quality classification using one versus all strategies in multiclass on SVM model / Aqib Fawwaz Mohd Amidon … [et al.]
description Agarwood oil is one of the most beneficial oil to the world community with a high demand. However, there has been a lack of research on the development of agarwood oil because there is no any standard grading model of agarwood oil was implemented. With that, it is very important to come out with a standard of quality classification model for agarwood oil grading’s. By continuing developing this standard, specific algorithm function has been used to make sure the ability of this model is totally not in doubt. Support vector machine (SVM) has been chosen as a main model and for the specific function algorithm was multiclass function. Then, in the function, the one versus all (OVA) strategies has been used. The analysis work has involving the data taken from the previous researcher that consists of four classes of agarwood oil quality’s samples which are low, medium low, medium high and high quality. So, the output was the classification of quality between low, medium low, medium high or high quality while the input was the abundances (%) of compounds. The desk research has been conducted by using MATLAB software version r2020a for the simulation platform. The result showed that the model has pass the performance criteria standard. Based on that, the intelligent model has shown excellent performance with 100% of accuracy by producing 0.00 of error rate. The verdict in this research for sure will be valuable for the future research works of agarwood oil areas, especially quality classification part.
format Book Section
author Mohd Amidon, Aqib Fawwaz
Mahabob, Noratikah Zawani
Ismail, Nurlaila
Mohd Yusoff, Zakiah
Taib, Mohd Nasir
author_facet Mohd Amidon, Aqib Fawwaz
Mahabob, Noratikah Zawani
Ismail, Nurlaila
Mohd Yusoff, Zakiah
Taib, Mohd Nasir
author_sort Mohd Amidon, Aqib Fawwaz
title Agarwood oil quality classification using one versus all strategies in multiclass on SVM model / Aqib Fawwaz Mohd Amidon … [et al.]
title_short Agarwood oil quality classification using one versus all strategies in multiclass on SVM model / Aqib Fawwaz Mohd Amidon … [et al.]
title_full Agarwood oil quality classification using one versus all strategies in multiclass on SVM model / Aqib Fawwaz Mohd Amidon … [et al.]
title_fullStr Agarwood oil quality classification using one versus all strategies in multiclass on SVM model / Aqib Fawwaz Mohd Amidon … [et al.]
title_full_unstemmed Agarwood oil quality classification using one versus all strategies in multiclass on SVM model / Aqib Fawwaz Mohd Amidon … [et al.]
title_sort agarwood oil quality classification using one versus all strategies in multiclass on svm model / aqib fawwaz mohd amidon … [et al.]
publisher UiTM Cawangan Melaka Kampus Jasin
publishDate 2021
url https://ir.uitm.edu.my/id/eprint/50611/1/50611.pdf
https://ir.uitm.edu.my/id/eprint/50611/
https://jamcsiix.wixsite.com/2021
_version_ 1715193375723880448
score 13.211869

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