Poisson Processes
Counting random arrivals over continuous time.
A Poisson process with rate is a counting process where:
.Increments are independent: counts in disjoint intervals are independent..
The first two conditions imply the third under mild regularity. The inter-arrival times are i.i.d. Exponential.
Poisson processes model independent random arrivals: trades, defaults in a credit portfolio, customer arrivals at a queue, photons hitting a detector. Two key properties:
Superposition: independent Poisson processes with rates and combine into a Poisson process with rate .Thinning: keeping each event with probability gives a new Poisson process with rate .
In finance, Poisson processes model jumps in jump-diffusion option pricing models, default arrivals in reduced-form credit models, and microstructure trade arrivals.