DocumentCode
1856156
Title
A new test of stationarity and its application to teletraffic data
Author
Vaton, Sandrine
Author_Institution
Signal Dept., ENST, Paris, France
Volume
6
fYear
1998
fDate
12-15 May 1998
Firstpage
3449
Abstract
In this contribution we generalize the test of sphericity as a test of stationarity for time-series. The sphericity statistics is in our case a measure of distance between the empirical correlations calculated on two contiguous segments of the same process. We prove that under the hypothesis of stationarity the logarithm of the sphericity converges in distribution to a quadratic form in a multidimensional gaussian random variable with a convergence rate that is equal to the length of the observation window. We then derive a test of proportionality of the correlations of the process on the two segments. This new test of stationarity is applied to test if the traffic measured on today´s broadband networks is stationary. The results that we obtain are connected to many previous works according to which the traffic generated by modern high-speed networks is a stationary and long-range dependent process
Keywords
Gaussian processes; broadband networks; convergence; correlation methods; random processes; statistical analysis; telecommunication traffic; time series; broadband networks; convergence rate; empirical correlations; high-speed networks; long-range dependent process; multidimensional gaussian random variable; observation window; proportionality test; quadratic form; sphericity test; stationarity test; statistics; teletraffic data; time-series; traffic; Broadband communication; Convergence; Covariance matrix; Multidimensional systems; Random variables; Statistical analysis; Statistical distributions; Statistics; Telecommunication traffic; Testing;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech and Signal Processing, 1998. Proceedings of the 1998 IEEE International Conference on
Conference_Location
Seattle, WA
ISSN
1520-6149
Print_ISBN
0-7803-4428-6
Type
conf
DOI
10.1109/ICASSP.1998.679607
Filename
679607
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