Weather forecasting;
Data mining;
WEKA tool;
SPRINT algorithm;
Climate data;
DATA ANALYTICS;
D O I:
10.1007/s12652-020-01928-w
中图分类号:
TP18 [人工智能理论];
学科分类号:
081104 ;
0812 ;
0835 ;
1405 ;
摘要:
Weather forecasting is an emerging domain that predicts the weather condition at a particular location at a particular time. Weather forecasting is considered as the most sensitive research field which facing a lot of real-time issues such as inaccurate prediction, lack of handling in huge data volume and inadequate in technology advancement. In this paper, we propose the SPRINT algorithm which is works with the principle of the decision tree. The experimental work is carried out with climate dataset and applied on WEKA tool. Based on the climate parameters such as Outlook, Temperature, Humidity, and Windy the data is classified into sunny, overcast and rainy. From the obtained result the weather is predicted, to prove the proposed methods of proficiency in accuracy level. Performance comparison is done with the existing method navie Bayes, both results are plotted on the graph. The outcome proves SPRINT algorithm is efficient and accurate in predicting the weather conditions.
机构:
Chongqing Technol & Business Univ, Res Ctr Econ Upper Reaches Yangtze River, Chongqing 400067, Peoples R ChinaChongqing Technol & Business Univ, Res Ctr Econ Upper Reaches Yangtze River, Chongqing 400067, Peoples R China
Chen, Jifan
Talha, Muhammad
论文数: 0引用数: 0
h-index: 0
机构:
Super Univ Lahore, Dept Comp Sci, Lahore, PakistanChongqing Technol & Business Univ, Res Ctr Econ Upper Reaches Yangtze River, Chongqing 400067, Peoples R China
机构:
Sichuan Univ, West China Sch Med, West China Hosp, West China Biomed Big Data Ctr, Chengdu, Peoples R ChinaSichuan Univ, West China Sch Med, West China Hosp, West China Biomed Big Data Ctr, Chengdu, Peoples R China
Li, Mingliang
Chen, Yidong
论文数: 0引用数: 0
h-index: 0
机构:
Univ Chinese Acad Sci, Sch Cyber Secur, Beijing, Peoples R ChinaSichuan Univ, West China Sch Med, West China Hosp, West China Biomed Big Data Ctr, Chengdu, Peoples R China
Chen, Yidong
Mao, Yujie
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h-index: 0
机构:
Sichuan Univ, West China Sch Med, West China Hosp, West China Biomed Big Data Ctr, Chengdu, Peoples R ChinaSichuan Univ, West China Sch Med, West China Hosp, West China Biomed Big Data Ctr, Chengdu, Peoples R China
Mao, Yujie
Jiang, Mingfeng
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h-index: 0
机构:
Sichuan Univ, West China Sch Med, West China Hosp, West China Biomed Big Data Ctr, Chengdu, Peoples R ChinaSichuan Univ, West China Sch Med, West China Hosp, West China Biomed Big Data Ctr, Chengdu, Peoples R China
Jiang, Mingfeng
Liu, Yujun
论文数: 0引用数: 0
h-index: 0
机构:
Sichuan Univ, West China Sch Med, West China Hosp, West China Biomed Big Data Ctr, Chengdu, Peoples R ChinaSichuan Univ, West China Sch Med, West China Hosp, West China Biomed Big Data Ctr, Chengdu, Peoples R China
Liu, Yujun
Zhan, Yuefu
论文数: 0引用数: 0
h-index: 0
机构:
Sichuan Univ, West China Sch Med, West China Hosp, West China Biomed Big Data Ctr, Chengdu, Peoples R China
Hainan Women & Childrens Med Ctr, Haikou, Hainan, Peoples R ChinaSichuan Univ, West China Sch Med, West China Hosp, West China Biomed Big Data Ctr, Chengdu, Peoples R China
Zhan, Yuefu
Li, Xiangying
论文数: 0引用数: 0
h-index: 0
机构:
Cent South Univ, Xiangya Med Coll, Affiliated Haikou Hosp, Haikou, Hainan, Peoples R ChinaSichuan Univ, West China Sch Med, West China Hosp, West China Biomed Big Data Ctr, Chengdu, Peoples R China
Li, Xiangying
Su, Caixia
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h-index: 0
机构:
Guizhou Normal Univ, Sch Big Data & Comp Sci, Guiyang, Peoples R ChinaSichuan Univ, West China Sch Med, West China Hosp, West China Biomed Big Data Ctr, Chengdu, Peoples R China
Su, Caixia
Zhang, Guangming
论文数: 0引用数: 0
h-index: 0
机构:
Sichuan Univ, West China Sch Med, West China Hosp, West China Biomed Big Data Ctr, Chengdu, Peoples R ChinaSichuan Univ, West China Sch Med, West China Hosp, West China Biomed Big Data Ctr, Chengdu, Peoples R China
Zhang, Guangming
Zhou, Xiaobo
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Hlth Sci Ctr Houston, Sch Biomed Informat, Ctr Computat Syst Med, Houston, TX 77030 USASichuan Univ, West China Sch Med, West China Hosp, West China Biomed Big Data Ctr, Chengdu, Peoples R China