Air Quality Classification in Thailand Based on Decision Tree

被引:0
|
作者
Kujaroentavon, Kattariya [1 ]
Kiattisin, Supaporn [1 ]
Leelasantitham, Adisorn [1 ]
Thammaboosadee, Sotarat [1 ]
机构
[1] Mahido1 Univ, Informat Technol Management Program, Fac Engn, 25-25 Phutthamonthon 4Rd, Salaya Nakhon Pathom 73170, Thailand
关键词
air quality; Model; Classification; Levels of Healthy Concern; Decision Tree;
D O I
暂无
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
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. O-3, NO2, CO, SO2, PM10 and 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.
引用
收藏
页数:5
相关论文
共 50 条
  • [11] Beef Quality Identification Using Thresholding Method and Decision Tree Classification Based on Android Smartphone
    Adi, Kusworo
    Pujiyanto, Sri
    Nurhayati, Oky Dwi
    Pamungkas, Adi
    JOURNAL OF FOOD QUALITY, 2017,
  • [12] Classification of multiple and single power quality disturbances using a decision tree-based approach
    Barbosa B.H.G.
    Ferreira D.D.
    Journal of Control, Automation and Electrical Systems, 2013, 24 (05) : 638 - 648
  • [13] Detection and Classification of Power Quality Disturbances Using Stockwell Transform and Rule Based Decision Tree
    Meena, Mahaveer
    Mahela, Om Prakash
    Kumar, Mahendra
    Kumar, Neeraj
    2018 INTERNATIONAL CONFERENCE ON SMART ELECTRIC DRIVES AND POWER SYSTEM (ICSEDPS), 2018, : 227 - 232
  • [14] Air Quality Predictive Modeling Based on an Improved Decision Tree in a Weather-Smart Grid
    Wang, Yuanni
    Kong, Tao
    IEEE ACCESS, 2019, 7 : 172892 - 172901
  • [15] An Assessment of Decision Tree based Classification and Regression Algorithms
    Pathak, Soham
    Mishra, Indivar
    Swetapadma, Aleena
    PROCEEDINGS OF THE 2018 3RD INTERNATIONAL CONFERENCE ON INVENTIVE COMPUTATION TECHNOLOGIES (ICICT 2018), 2018, : 92 - 95
  • [16] Packet classification algorithm based on the statistical decision tree
    Qian, Meng
    Dong, Xiao-Ming
    Hu, Hao-Ran
    Lin, Jia-Jun
    Hu, Wan-Bao
    Huadong Ligong Daxue Xuebao /Journal of East China University of Science and Technology, 2008, 34 (03): : 432 - 437
  • [17] Packet classification based on the decision tree with information entropy
    Xiaoming Dong
    Meng Qian
    Rong Jiang
    The Journal of Supercomputing, 2020, 76 : 4117 - 4131
  • [18] Traffic Classification Using Cost Based Decision Tree
    Wang, Lin
    Zhou, Xuan
    Gu, Rentao
    2011 INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND NETWORK TECHNOLOGY (ICCSNT), VOLS 1-4, 2012, : 2545 - 2550
  • [19] Information classification algorithm based on decision tree optimization
    Hongbin Wang
    Tong Wang
    Yucai Zhou
    Lianke Zhou
    Huafeng Li
    Cluster Computing, 2019, 22 : 7559 - 7568
  • [20] Packet classification based on the decision tree with information entropy
    Dong, Xiaoming
    Qian, Meng
    Jiang, Rong
    JOURNAL OF SUPERCOMPUTING, 2020, 76 (06): : 4117 - 4131