Application of Decision Tree C4.5 Algorithm in Air Quality Evaluation

被引：0

作者：

Hu, Nan ^{[1
]}

Li, Qing ^{[1
]}

机构：

[1] Wuhan Univ Technol, Minist Educ, Sch Informat Engn, Key Lab Fiber Opt Sensing Technol & Informat Proc, Wuhan, Hubei, Peoples R China

来源：

PROCEEDINGS OF THE 2017 2ND INTERNATIONAL CONFERENCE ON AUTOMATION, MECHANICAL CONTROL AND COMPUTATIONAL ENGINEERING (AMCCE 2017) | 2017年 / 118卷

关键词：

C4.5 decision tree; air quality; classification prediction;

D O I：

暂无

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

Air pollution has a significant impact on human production and life, the prediction of air quality's level is conducive to the relevant departments to take appropriate measures. This paper selects six basic pollutants PM10, PM2.5, SO2, NO2, CO and O-3, which are stipulated in the "Ambient Air Quality Standard" (GB3905-2012) issued by China in 2012. Based on the data of air pollutant concentration in Wuhan in October, 2016, a prediction model of air quality grade based on C4.5 decision tree algorithm was established. The experimental results show that the proposed algorithm has an ideal classification prediction effect.

引用

页码：1095 / 1099

页数：5

共 50 条

[1] Improvement and Application of Decision Tree C4.5 Algorithm
Ye, Jie
Hou, Li-duo
2018 INTERNATIONAL CONFERENCE ON COMPUTER, COMMUNICATION AND NETWORK TECHNOLOGY (CCNT 2018), 2018, 291 : 127 - 133
[2] The Analysis and Application of the C4.5 Algorithm in Decision Tree Technology
Zhao, Hongyan
ADVANCED MATERIALS AND ENGINEERING MATERIALS, PTS 1 AND 2, 2012, 457-458 : 754 - 757
[3] The Application of Decision Tree C4.5 Algorithm to Soil Quality Grade Forecasting Model
Li Dongming
Li Yan
Yuan Chao
Li Chaoran
Liu Huan
Zhang Lijuan
2016 FIRST IEEE INTERNATIONAL CONFERENCE ON COMPUTER COMMUNICATION AND THE INTERNET (ICCCI 2016), 2016, : 552 - 555
[4] Performance of Decision Tree C4.5 Algorithm in Student Academic Evaluation
Budiman, Edy
Haviluddin
Dengan, Nataniel
Kridalaksana, Awang Harsa
Wati, Masna
Purnawansyah
COMPUTATIONAL SCIENCE AND TECHNOLOGY, ICCST 2017, 2018, 488 : 380 - 389
[5] A mapreduce implementation of C4.5 decision tree algorithm
Ji, W. (jiweiit@163.com), 1600, Science and Engineering Research Support Society (07):
[6] Very Fast C4.5 Decision Tree Algorithm
Cherfi, Anis
Nouira, Kaouther
Ferchichi, Ahmed
APPLIED ARTIFICIAL INTELLIGENCE, 2018, 32 (02) : 119 - 137
[7] Application of C4.5 decision tree for scholarship evaluations
Wang, X.
Zhou, C.
Xu, X.
10TH INTERNATIONAL CONFERENCE ON AMBIENT SYSTEMS, NETWORKS AND TECHNOLOGIES (ANT 2019) / THE 2ND INTERNATIONAL CONFERENCE ON EMERGING DATA AND INDUSTRY 4.0 (EDI40 2019) / AFFILIATED WORKSHOPS, 2019, 151 : 179 - 184
[8] Application of C4.5 Decision Tree Algorithm for Evaluating the College Music Education
Wang, Jingliang
MOBILE INFORMATION SYSTEMS, 2022, 2022
[9] The Research and Analysis in Decision Tree Algorithm Based on C4.5 Algorithm
Hao, Huan
Chen, Tieming
Lu, Jing
Liu, Jie
Ma, Xiaodan
PROCEEDINGS OF 2018 IEEE 3RD ADVANCED INFORMATION TECHNOLOGY, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (IAEAC 2018), 2018, : 1882 - 1886
[10] A parallel C4.5 decision tree algorithm based on MapReduce
Mu, Yashuang
Liu, Xiaodong
Yang, Zhihao
Liu, Xiaolin
CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2017, 29 (08):

← 1 2 3 4 5 →