DocumentCode :
334787
Title :
Visualizing multifractal scaling behavior: a simple coloring heuristic
Author :
Gilbert, A.C. ; Willinger, W. ; Feldmann, A.
Author_Institution :
AT&T Bell Labs., Florham Park, NJ, USA
Volume :
1
fYear :
1998
fDate :
1-4 Nov. 1998
Firstpage :
715
Abstract :
The self-similar or monofractal scaling behavior of a signal can be readily visualized in the time domain by plotting and comparing the signal at many different levels of resolution (i.e., time scales). No comparable visualization techniques appear to be available for qualitatively assessing the presence of multifractal scaling in a given signal. To help in developing an intuitive understanding of multifractals, we propose a simple coloring heuristic that gives rise to an effective, time domain-based visualization technique for multifractals. This approach combines wavelet-based statistical denoising techniques with wavelet characterizations of local regularity for the functions. We illustrate the heuristic with a number of examples, including the binomial measure, a simple and well-studied multifractal, and measured traces of actual data network traffic.
Keywords :
data visualisation; fractals; graph colouring; noise; signal resolution; spectral analysis; statistical analysis; telecommunication traffic; time-domain analysis; wavelet transforms; binomial measure; coloring heuristic; data network traffic; local regularity; measured traces; monofractal scaling; multifractal scaling behavior visualization; multifractal spectrum; self-similar behavior; signal resolution; time domain-based visualization; time scales; wavelet-based statistical denoising; Clouds; Data visualization; Fractals; Histograms; IP networks; Noise reduction; Rain; Signal resolution; Statistics; Time domain analysis;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signals, Systems & Computers, 1998. Conference Record of the Thirty-Second Asilomar Conference on
Conference_Location :
Pacific Grove, CA, USA
ISSN :
1058-6393
Print_ISBN :
0-7803-5148-7
Type :
conf
DOI :
10.1109/ACSSC.1998.750955
Filename :
750955
Link To Document :
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