- Visualizing multifractal scaling behavior: A simple
scaling heuristic. Anna Gilbert, Walter Willinger, and Anja
Feldmann. Invited paper in Asilomar Conference Nov 1998.
- Abstract
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- 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 in this paper a simple coloring heuristic
that gives rise to an effective, time domain-based visualization
technique for multifractals. Our approach combines wavelet-based
statistical denoising techniques with wavelet characterizations of
local regularity for functions. We illustrate our heuristic with a
number of examples, including the binomial measure, a simple and
well-studied multifractal, and measured traces of actual data network
traffic.
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