Title :
Comparison of sampling strategies for flow length estimation
Author :
Demir, M. Ozgun ; Kurt, Baris ; Buyukcorak, Saliha ; Kurt, Gunes Karabulut ; Cemgil, A.T. ; Zeydan, E.
Author_Institution :
Istanbul Teknik Univ., Istanbul, Turkey
Abstract :
The importance of the analysis and understanding of the network traffic has constantly been increasing due to insights that this provides towards determination of user behaviour and resource usage. The data analyses in order to determine the related parameters are performed by selection of a small subset of the complete flow data due to data privacy and heavy computational/memory load issues. That is, sampling is required in order to detect the properties of the complete data set. In this work, four distinct sampling schemes, namely the packet based uniform sampling, time-slot based uniform sampling, packet based random sampling and time-slot based random sampling are investigated from which packet flow length distributions are estimated and compared with the actual data. No major differences are observed amongst the strategies based on the analysed data.
Keywords :
random processes; sampling methods; telecommunication traffic; data privacy; flow length estimation; memory load; network traffic; packet based random sampling; packet based uniform sampling; packet flow length distribution; time-slot based random sampling; time-slot based uniform sampling; Computers; Conferences; Estimation; IP networks; Internet; Monitoring; Signal processing; Data flow; flow size distribution estimation; uniform and random sampling;
Conference_Titel :
Signal Processing and Communications Applications Conference (SIU), 2014 22nd
Conference_Location :
Trabzon
DOI :
10.1109/SIU.2014.6830696