DocumentCode
153080
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
fYear
2014
fDate
23-25 April 2014
Firstpage
2182
Lastpage
2185
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;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal Processing and Communications Applications Conference (SIU), 2014 22nd
Conference_Location
Trabzon
Type
conf
DOI
10.1109/SIU.2014.6830696
Filename
6830696
Link To Document