Air quality classification in Thailand based on decision tree

© 2014 IEEE. The paper presents a model for management classifier air quality by algorithm of decision tree using air quality index in Thailand including a pollutant's concentration e.g. O3, NO2, CO, SO2, PM10and levels of healthy concern. The purpose of this research is to establish rules of s...

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Main Authors: Kattariya Kujaroentavon, Supapom Kiattisin, Adisom Leelasantitham, Sotarat Thammaboosadee
Other Authors: Mahidol University
Format: Conference or Workshop Item
Published: 2018
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Online Access:https://repository.li.mahidol.ac.th/handle/123456789/35923
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Institution: Mahidol University
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spelling th-mahidol.359232018-11-23T17:06:56Z Air quality classification in Thailand based on decision tree Kattariya Kujaroentavon Supapom Kiattisin Adisom Leelasantitham Sotarat Thammaboosadee Mahidol University Engineering © 2014 IEEE. The paper presents a model for management classifier air quality by algorithm of decision tree using air quality index in Thailand including a pollutant's concentration e.g. O3, NO2, CO, SO2, PM10and levels of healthy concern. The purpose of this research is to establish rules of separated air quality classification by levels of healthy concern. The results of this study are correctly classified into instances of training set of 96.80% and testing set of 91.07%. The ROC curve shows that the training set data and testing set data are similar to such results. The algorithm of decision tree can use to become rules of separated air quality classification by levels of healthy concern. 2018-11-23T10:06:56Z 2018-11-23T10:06:56Z 2015-01-01 Conference Paper BMEiCON 2014 - 7th Biomedical Engineering International Conference. (2015) 10.1109/BMEiCON.2014.7017436 2-s2.0-84923059727 https://repository.li.mahidol.ac.th/handle/123456789/35923 Mahidol University SCOPUS https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84923059727&origin=inward
institution Mahidol University
building Mahidol University Library
continent Asia
country Thailand
Thailand
content_provider Mahidol University Library
collection Mahidol University Institutional Repository
topic Engineering
spellingShingle Engineering
Kattariya Kujaroentavon
Supapom Kiattisin
Adisom Leelasantitham
Sotarat Thammaboosadee
Air quality classification in Thailand based on decision tree
description © 2014 IEEE. The paper presents a model for management classifier air quality by algorithm of decision tree using air quality index in Thailand including a pollutant's concentration e.g. O3, NO2, CO, SO2, PM10and levels of healthy concern. The purpose of this research is to establish rules of separated air quality classification by levels of healthy concern. The results of this study are correctly classified into instances of training set of 96.80% and testing set of 91.07%. The ROC curve shows that the training set data and testing set data are similar to such results. The algorithm of decision tree can use to become rules of separated air quality classification by levels of healthy concern.
author2 Mahidol University
author_facet Mahidol University
Kattariya Kujaroentavon
Supapom Kiattisin
Adisom Leelasantitham
Sotarat Thammaboosadee
format Conference or Workshop Item
author Kattariya Kujaroentavon
Supapom Kiattisin
Adisom Leelasantitham
Sotarat Thammaboosadee
author_sort Kattariya Kujaroentavon
title Air quality classification in Thailand based on decision tree
title_short Air quality classification in Thailand based on decision tree
title_full Air quality classification in Thailand based on decision tree
title_fullStr Air quality classification in Thailand based on decision tree
title_full_unstemmed Air quality classification in Thailand based on decision tree
title_sort air quality classification in thailand based on decision tree
publishDate 2018
url https://repository.li.mahidol.ac.th/handle/123456789/35923
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