Question: In this problem, our goal is to complete the proof of the equivalence of the first and the second definitions of the Poisson process. More
In this problem, our goal is to complete the proof of the equivalence of the first and the second definitions of the Poisson process. More specifically, suppose that the counting process {N(t), t ∈ [0,∞)} satisfies all the following conditions:
1. N(0) = 0.
2. N(t) has independent and stationary increments.
3. We have
We would like to show that N(t) ∼ Poisson(λt). To this, for any k ∈ {0, 1, 2,⋯}, define the function gk(t) = P(N(t) = k).
a. Show that for any Δ > 0, we have![]()
b. Using Part (a), show that
c. By solving the above differential equation and using the fact that g0(0) = 1, conclude that
d. For k ≥ 1, show that![]()
e. Using the previous part show that
which is equivalent to![[egh(t)] tgk (t) = Xextgk-1 (t). dt](https://dsd5zvtm8ll6.cloudfront.net/images/question_images/1698/3/9/1/852653b672c141e61698391851173.jpg)
f. Check that the function
satisfies the above differential equation for any k ≥ 1. In fact, this is the only solution that satisfies g0(t) = e−λt, and gk(0) = 0 for k ≥ 1.
P(N(A) = P(N(A) 1) = A + 0(A), P(N(A) 2) = o(A). = 0) = 1 ->A + o(A),
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