Title :
Parametric & non-parametric analysis of mean treatment effects of number of packets in transit in data network model
Author :
Xie, Shengkun ; Lawniczak, Anna T. ; Lio, Pietro
Author_Institution :
Dept. of Math. & Stat., Univ. of Guelph, Guelph, ON
Abstract :
We analyse packet traffic in a data communication network model of the packet switching type using wavelets and principal component analysis (PCA) based methods. We focus our analysis on mean treatment effects for various factors, i.e. the pairs (routing cost metric, source load value), when the response metric is the network performance indicator number of packets in transit. We show through some examples that wavelets and PCA methods provide effective estimators of the network performance.
Keywords :
data communication; packet switching; principal component analysis; wavelet transforms; data communication network model; data network model; mean treatment effects; packet traffic; principal component analysis; response metric; Costs; Data communication; Packet switching; Performance analysis; Principal component analysis; Routing; Telecommunication traffic; Traffic control; Wavelet analysis; Wavelet packets; OSI Network Layer; denoising; functional ANOVA; principal component analysis; wavelets;
Conference_Titel :
Electrical and Computer Engineering, 2008. CCECE 2008. Canadian Conference on
Conference_Location :
Niagara Falls, ON
Print_ISBN :
978-1-4244-1642-4
Electronic_ISBN :
0840-7789
DOI :
10.1109/CCECE.2008.4564900