POISSON RANDOM MEASURE
Let be some measurable space with -finite measure . The 'Poisson random measure' with intensity measure is a family of random variables defined on some probability space such that
i) is a Poisson random variable with rate .
ii) If sets don't intersect then the corresponding random variables from i) are mutually independent.
iii) is a measure on
If then satisfies the conditions i)-iii). Otherwise, in the case of finite measure given - Poisson random variable with rate and - mutually independent random variables with distribution define where is a degenerate measure located in . Then will be a Poisson random measure. In the case is not finite the measure can be obtained from the measures constructed above on parts of where is finite.
This kind of random measures are often used when describing jumps of stochastic processes, in particular in Lévy-Itō decomposition of the Lévy processes.
★ Sato K. ''Lévy Processes and Infinitely Divisible Distributions'' Cambridge University Press, (1st ed.) ISBN 0-521-55302-4.
i) is a Poisson random variable with rate .
ii) If sets don't intersect then the corresponding random variables from i) are mutually independent.
iii) is a measure on
| Contents |
| Existence |
| Applications |
| References |
Existence
If then satisfies the conditions i)-iii). Otherwise, in the case of finite measure given - Poisson random variable with rate and - mutually independent random variables with distribution define where is a degenerate measure located in . Then will be a Poisson random measure. In the case is not finite the measure can be obtained from the measures constructed above on parts of where is finite.
Applications
This kind of random measures are often used when describing jumps of stochastic processes, in particular in Lévy-Itō decomposition of the Lévy processes.
References
★ Sato K. ''Lévy Processes and Infinitely Divisible Distributions'' Cambridge University Press, (1st ed.) ISBN 0-521-55302-4.
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