Correlation cascades,ergodic properties and long memory of infinitely divisible processes |
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Authors: | Marcin Magdziarz |
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Institution: | Hugo Steinhaus Center, Institute of Mathematics and Computer Science, Wroclaw University of Technology, 50-370 Wroclaw, Poland |
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Abstract: | In this paper, we investigate the properties of the recently introduced measure of dependence called correlation cascade. We show that the correlation cascade is a promising tool for studying the dependence structure of infinitely divisible processes. We describe the ergodic properties (ergodicity, weak mixing, mixing) of stationary infinitely divisible processes in the language of the correlation cascade and establish its relationship with the codifference. Using the correlation cascade, we investigate the dependence structure of four fractional α-stable stationary processes. We detect the property of long memory and verify the ergodic properties of the discussed processes. |
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Keywords: | 60G10 60G52 |
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