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Ergodic decompositions of stationary max-stable processes in terms of their spectral functions
- Source :
- Stochastic Processes and their Applications, Stochastic Processes and their Applications, Elsevier, 2017, 127 (6), pp.1763-1784. ⟨10.1016/j.spa.2016.10.001⟩
- Publication Year :
- 2017
- Publisher :
- Elsevier BV, 2017.
-
Abstract
- We revisit conservative/dissipative and positive/null decompositions of stationary max-stable processes. Originally, both decompositions were defined in an abstract way based on the underlying non-singular flow representation. We provide simple criteria which allow to tell whether a given spectral function belongs to the conservative/dissipative or positive/null part of the de Haan spectral representation. Specifically, we prove that a spectral function is null-recurrent iff it converges to $0$ in the Ces\`{a}ro sense. For processes with locally bounded sample paths we show that a spectral function is dissipative iff it converges to $0$. Surprisingly, for such processes a spectral function is integrable a.s. iff it converges to $0$ a.s. Based on these results, we provide new criteria for ergodicity, mixing, and existence of a mixed moving maximum representation of a stationary max-stable process in terms of its spectral functions. In particular, we study a decomposition of max-stable processes which characterizes the mixing property.<br />Comment: 21 pages, no figures
- Subjects :
- Statistics and Probability
de Haan representation
Pure mathematics
Mixed moving maximum process
01 natural sciences
010104 statistics & probability
Mixing (mathematics)
Positive/null decomposition
Ergodic theory
Mathematics - Dynamical Systems
0101 mathematics
Mixing process
Conservative/dissipative decomposition
Ergodic process
Max-stable random process
Mathematics
Applied Mathematics
010102 general mathematics
Ergodicity
Null (mathematics)
16. Peace & justice
[MATH.MATH-PR]Mathematics [math]/Probability [math.PR]
Flow (mathematics)
Non-singular flow
Modeling and Simulation
Bounded function
60G70 (Primary), 60G52, 60G60, 60G55, 60G10, 37A10, 37A25 (Secondary)
Dissipative system
Mathematics - Probability
Subjects
Details
- ISSN :
- 03044149
- Volume :
- 127
- Database :
- OpenAIRE
- Journal :
- Stochastic Processes and their Applications
- Accession number :
- edsair.doi.dedup.....fb2215537468ab62f83ca65d4c537635
- Full Text :
- https://doi.org/10.1016/j.spa.2016.10.001