"The Beauty of Mathematics" Notes

https://cosx.org/2013/01/story-of-normal-distribution-1

One day a buddy, maybe a gambler, asked Di Moffer a question related to gambling: two people A and B gamble in the casino, and the probability of A and B winning is p , q = 1 p p, q=1−p, bet  n n games. The two agreed: if the number of games A wins  X > n p X> np, then A pays the casino  X n p X−np yuan; if  X < n p X<np, then B pays the casino  n p X np−X elements. Ask the casino what is the expected value of making money.

The problem is not complicated, it is essentially a binomial distribution, if  n p np is an integer, De Moffer finds the final theoretical result is

2npqb(n,p,np)2npqb(n,p,np)

where  b ( n , p , i ) = ( n i ) p i q n i b(n,p,i)=(ni)piqn−i is a common binomial probability.

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