Brownian Motion 2 (probability)

This creates a Brownian motion path that, after reflecting, is above M(t) throughout and ends at the origin. Then, use the fact that the probability of a Brownian motion path ending at the origin is exp(-a^2/(2t)).In summary, the problem involves finding the probability that M(t) is greater than a given value a, given that M(t) is equal to X(t). The attempt at a solution uses the normal distribution and the reflection principle to show that this probability is equal to the exponential function of -a^2/(2t).
  • #1
tyler_T
17
0
Problem:

Let M(t) = max X(s), 0<=s<=t

Show that P{ M(t)>a | M(t)=X(t)} = exp[-a^2/(2t)]

Attempt at solution:

It seems this should equal P(|X(t)| > a), but evaluating the normal distribution from a to infinity cannot be expressed in closed form as seen in the solution (unless this is somehow a special case).

Note: X(t) ~ N(0,t)
|X(t)| ~ N(sqrt(2t/pi),t(1-2/pi))

Anybody help?

-Tyler
 
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  • #2
The reflection principle might be useful here: take a mirror image of the sample path about the line y=M(t), for segment of the path after it first hits the maximum
 

Related to Brownian Motion 2 (probability)

1. What is Brownian Motion?

Brownian Motion is a scientific phenomenon where small particles in a fluid (such as water) move randomly and unpredictably due to collisions with other particles in the fluid.

2. What causes Brownian Motion?

Brownian Motion is caused by the random collisions of particles in a fluid, such as water molecules. This phenomenon is a result of thermal energy, which causes the particles to move and collide with each other.

3. How is Brownian Motion related to probability?

Brownian Motion is related to probability because the movement of particles in a fluid is random and unpredictable. The probability of a particle moving in a certain direction or distance is influenced by the collisions and interactions with other particles in the fluid.

4. Why is Brownian Motion important in science?

Brownian Motion is important in science because it helps explain many natural phenomena, such as the movement of small particles in liquids, diffusion, and thermal equilibrium. It also has applications in various fields, including chemistry, physics, and biology.

5. How is Brownian Motion used in research and experiments?

Brownian Motion is used in research and experiments to study the properties of fluids and particles, as well as to understand how particles move and interact on a microscopic level. It is also used to simulate and model natural processes, such as diffusion and osmosis, in controlled environments.

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