Jump to content

Finding out long term betting strategy in the game based on normally distributed random numbers


Recommended Posts

Suppose we play the game where I draw a N(0, 1) random number A, show it to you, then draw another independent N(0, 1) one B, but before showing it to you ask you to guess whether B will be larger than A or not. If you are right, you win if you are wrong you lose. What is your strategy, and what will be your long term success rate if we keep playing?

Author's Solution:

Since the numbers are zero-mean, the strategy is to guess the sign of the difference B − A as positive if A < 0, and negative otherwise. The long-term success rate will be \(\frac12 P(B-A) > 0| A < 0) + \frac12 P(B-A) \leq 0 | A \geq 0)\)

Due to the symmetry, and the fact that P(A=0)=0 , the above expression simplifies to P(B-A) > 0 |A < 0). Plotting on the (a, b) Cartesian plane the part of the region a < 0 where b − a > 0, we see that this is one and a half quadrants out of the two comprising the full a < 0 region. Therefore, due to the radial symmetry of the Gaussian two-dimensional distribution with zero correlation, we conclude that the success rate is \(\frac34\).

My answer:

The game you’re describing involves guessing whether a second independent draw from a standard normal distribution (N(0,1)) will be larger than the first.

Given that both A and B are drawn from the same distribution, there is no information about B that can be inferred from A. Therefore, the best strategy is to always guess that B will be larger than A, or always guess that B will be smaller than A. Both strategies have the same success rate.

The long-term success rate of this strategy is 50%. This is because, for two independent draws from the same distribution, the probability that the second draw is larger than the first is the same as the probability that the first draw is larger than the second.

In mathematical terms, if A and B are independent and identically distributed (i.i.d.) random variables, then:

P(B > A) = P(A < B) = 0.5

So, no matter how many times we play this game, your long-term success rate will converge to 50%.

 

Whose answer is correct? If Author's solution is correct, would you show me graphically how can the part of the region a < 0 where b-a > 0 is one and half quadrants out of the two quadrants comprising the full a < 0 region? 

Edited by Dhamnekar Win,odd
Link to comment
Share on other sites

On 1/23/2024 at 6:43 PM, dimreepr said:

Not my job, please explain it... 

Success rate is 75% because 12P((BA)>0|A>0)+12P((BA)0|A<0)=0.75 in the long term. If A is +ve, I shall tell B is lower than A and if A is -ve, I shall tell B is larger than A.🤔🤔🤔🤔 ☺️☺️☺️☺️☺️☺️☺️

Edited by Dhamnekar Win,odd
Link to comment
Share on other sites

10 minutes ago, Dhamnekar Win,odd said:

Success rate is 75% because 12P((BA)>0|A>0)+12P((BA)0|A<0)=0.75 in the long term. If A is +ve, I shall tell B is lower than A and if A is -ve, I shall tell B is larger than A

Not sure how that would help with my poker strategy.

Link to comment
Share on other sites

Create an account or sign in to comment

You need to be a member in order to leave a comment

Create an account

Sign up for a new account in our community. It's easy!

Register a new account

Sign in

Already have an account? Sign in here.

Sign In Now
×
×
  • Create New...

Important Information

We have placed cookies on your device to help make this website better. You can adjust your cookie settings, otherwise we'll assume you're okay to continue.