The Catalan random walk is considered as a non-Gaussian but stable random walk. The stochastic equivalence, the distribution function and the stochastic equation are constructed by a nZ fractal theory. A general formula has been derived to reexamine the possibility of reconstructing the foundation of statistical physics.
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