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2331 The Need for Statistics Other than Second Order It is natural and straightforward to generalize the logscale diagram to the study of statistics other than second order, by replacing Eq (219) with m q 1=nj k jdX j; k jq , q P R The j resulting qth-order logscale diagrams are, naturally enough, of interest in situations where information relevant to the analysis of scaling is beyond the reach of secondorder statistics Let us concentrate on two important examples: self-similarity and multifractality Self-Similarity From the de nition of self-similarity, the moments of X t satisfy EjX t jq EjX 1 jq jtjqH , Vt As for the wavelet coef cients, it follows from Eq (210) that EjdX j; k jq EjdX 0; k jq 2j qH q=2 , implying that Em q j Cq 2j z q q=2 , Vj, with z q qH.
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This relation suggests that self-similarity can be detected by testing the linearity of z q with q Multifractal Processes For the class of multifractal processes, assuming that jTX o a; t jq dt % az q q=2 , a 3 0, can be related to the multifractal properties of the process, m q is expected to behave according to m q % 2j z q q=2 for small j j j From these relations one can measure z q in practice and therefore estimate the Legendre multifractal spectrum A particularly interesting question in the multi fractal formalism is to test whether, in the range of q where jTX o a; t jq dt is nite, z q takes a simple linear form: z q qh, or not.
Calculating Factorials We can calculate n! either recursively or non-recursively. The recursive code looks like this:
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Clearly in such cases the Legendre spectrum is somewhat degenerate as it is entirely determined by h and the range of q where z q is de ned For instance, self-similar processes, for which m q % 2j qH q=2 for all scales, satisfy z q qH and are therefore fractal processes j with h H More speci cally the self-similar Levy processes have in nite variance and are multifractal [41], yet their spectra are parameterized by H and are therefore derivative of the strong self-similar property The FBM is another, even simpler example, often referred to as ``monofractal,'' con rming the intuition that a single scaling parameter controls all of its scaling properties 2332 The Multiscale Diagram and Its Use In both the self-similar and multifractal cases, therefore, accurately measuring the deviation of z q from a simple linear form is a crucial issue.
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On April 6, 2018, support for PDF and TIFF files in document text detection was
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