Title :
Wavelet transform at oriented basis for network traffic forecasting
Author :
Tereshchenko, Tetiana ; Yamnenko, Y. ; Veretiuk, A. ; Veretiuk, S.
Author_Institution :
Fac. of Electron., Nat. Tech. Univ. of Ukraine Kyiv Polytech. Inst., Kiev, Ukraine
Abstract :
In this article the network traffic forecasting preprocessing based on wavelet transforms is considered. The analysis of network traffic as time series was made. The data preprocessing using new wavelet transform was proposed. Application of the two types of wavelet transforms for data preprocessing (Oriented Basis and Haar) was analyzed. Results regarding the feasibility of wavelet transform type depending on application are presented.
Keywords :
forecasting theory; telecommunication traffic; time series; wavelet transforms; data preprocessing; network traffic forecasting; time series; wavelet transform; Correlation coefficient; Forecasting; Indexes; Telecommunication traffic; Time series analysis; Wavelet transforms; Haar; Hurst index; forecasting; oriented basis; preprocessing; wavelet;
Conference_Titel :
Electronics and Nanotechnology (ELNANO), 2013 IEEE XXXIII International Scientific Conference
Conference_Location :
Kiev
Print_ISBN :
978-1-4673-4669-6
DOI :
10.1109/ELNANO.2013.6552049
