Friday, 6 February 2015

Convergence of sum of a linear combination of Poisson variables



Let Yj with j=1,...,m be independent Poisson random variables with parameter λj. I need some hints to find (provided that it exists, so with some condition on the sequence λj) the limit in distribution of the sum



Xm=mj=1jYj



when m.


Answer



Some steps:




  • If X is a random variable with Poisson distribution of parameter λ, then its characteristic function is given by φ(s)=exp(λ(eis1)).

  • From this, we can deduce the characteristic function of jYj.

  • Using independence, we get the characteristic function of Xm for each m. Now the problem is deterministic, since we have to investigate the pointwise convergence of a sequence of functions.



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