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In this article the author discusses the application of the hyperbolic (HYP) distributions in modeling of a volatility in the financial and real estate markets. He analyses and builds a new GARCH-type process with hyperbolic noise (the HYP-GARCH (p,q) process). He derives moment structure for this new process and necessary and sufficient conditions for the existence of the unconditional order moments...
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