Paul Snell
Posted on Friday, 09 May, 2003 - 01:29 am:

I need to think of an example of a simple random walk with 2 absorbing barriers, other than the gambler's ruin. Can anyone help me?
Andre Rzym
Posted on Friday, 09 May, 2003 - 09:52 am:

This is a rather strange (albeit interesting) thing to ask.

The first example would be in finance. There are transactions where a client will buy an option (paying money upfront for it) and will get a payment back at some predetermined point in the future provided some index (gold, some FX rate, interest rates or whatever) have neither gone above or below a certain level in the meantime. They are known as double-knockouts.

There is a better example, but to find it, it is probably best to derive the equations surrounding gamblers ruin:

Let p(s,t) be the probability that the asset value of the player is s at time t. We discretise time into steps dt, and assume that in dt, the asset value can move by
ds = ±\s
Ö
 

dt
 

. Assuming probabilities of up and down moves are equal, we have
p(s,t+dt)
=
[(p(s+ds,t) + (p(s-ds,t)]/2
p(s,t)+ p
t
. dt
=
p(s,t) + 1
2
. 2p
s2
.(ds)2
p
t
.d
=
1
2
. 2 p
s2
. s2. dt
p
t
=
s2
2
. 2 p
s2


This is the forward Kolmogorov equation. But it is also the one dimensional heat conduction equation .

This is the/an answer:take a metal bar, heat it to some temperature (distribution), then fix the temperature of the endpoints of the bar (at zero to represent a knockout event). There is a 1 to 1 correspondence between the subsequent evolution of the temperature distribution and the probability distribution of the value of the gamblers assets.

Andre