Prediction Analysis on Web Traffic Data Using Time Series Modeling, RNN and Ensembling Techniques

被引:1
作者
Mettu, Naveena Reddy [1 ,2 ]
Sasikala, T. [1 ,2 ]
机构
[1] Amrita Sch Engn, Dept Comp Sci & Engn, Bengaluru, India
[2] Amrita Vishwa Vidyapeetham, Coimbatore, Tamil Nadu, India
来源
INTERNATIONAL CONFERENCE ON INTELLIGENT DATA COMMUNICATION TECHNOLOGIES AND INTERNET OF THINGS, ICICI 2018 | 2019年 / 26卷
关键词
Prediction; Time series modelling; Ensembling; Forecasting; Moving average; Auto regressive; RNN; LSTM;
D O I
10.1007/978-3-030-03146-6_67
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
In the present day web traffic holds the major segment of Internet based traffic. This information can be retrieved by building number of visits for a particular page by number of callers which helps to know the popularity of the webpage. So predicting the web traffic for further can help to maintain unforeseen traffic load there by deducting the Slashdot effect and Flash crowd effects. In this paper we mainly pivot on forecasting the Wikipedia web traffic using Ensembling technique called Boosting - AdaBoostRegressor, RNN technique LSTM and Time series modelling technique ARIMA. Further achievement of best technique of the models has been examined.
引用
收藏
页码:611 / 618
页数:8
相关论文
共 12 条
[1]  
Babu SK, 2017, IEEE INT ADV COMPUT, P121, DOI [10.1109/IACC.2017.0038, 10.1109/IACC.2017.30]
[2]  
Box G.E.P., 1976, Time Series Analysis: Forecasting and Control
[3]  
Gupta D, 2016, 2016 IEEE INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATION AND AUTOMATION (ICCCA), P281, DOI 10.1109/CCAA.2016.7813730
[4]  
Nichiforov C, 2017, INT SYMP ELECTR ELEC
[5]   Forecasting regional electricity load based on recurrent support vector machines with genetic algorithms [J].
Pai, PF ;
Hong, WC .
ELECTRIC POWER SYSTEMS RESEARCH, 2005, 74 (03) :417-425
[6]  
Peter D, 2012, PROCEEDINGS OF 30TH INTERNATIONAL CONFERENCE MATHEMATICAL METHODS IN ECONOMICS, PTS I AND II, P136
[7]   PREDICTIVE ANALYTICS ON POLITICAL DATA [J].
Raj, Adarsh Samuel J. ;
Fernando, Lenin J. ;
Raj, Sunil Y. .
2017 2ND WORLD CONGRESS ON COMPUTING AND COMMUNICATION TECHNOLOGIES (WCCCT), 2017, :93-96
[8]  
Ren XJ, 2017, PORTL INT CONF MANAG
[9]  
Sathyadevan S, 2014, 2014 FIRST INTERNATIONAL CONFERENCE ON NETWORKS & SOFT COMPUTING (ICNSC), P406, DOI 10.1109/CNSC.2014.6906719
[10]  
Selvin S, 2017, 2017 INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING, COMMUNICATIONS AND INFORMATICS (ICACCI), P1643, DOI 10.1109/ICACCI.2017.8126078