I flip 3 fair coins for fun. But before I can see the result, my friend covers up the coins! I cannot see any of the coins. However, my friend looks at the coins and truthfully tells me
"There are at least two heads."
What is the chance that there are three heads?
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This is a direct application of Bayes' theorem .
P r ( 3 heads given that there is at least 2 heads ) = P r ( at least 2 heads ) P r ( at least 2 heads ∩ 3 heads ) = P r ( 2 heads ) + P r ( 3 heads ) P r ( 3 heads )
The value of the probability that P r ( n heads ) can be computed using binomial distribution ,
P r ( n heads ) = ( n 3 ) p n ⋅ q 3 − n ,
where p and q denotes the probability of obtaining a heads and a coin, respectively, and p + q = 1 . Since we are given that it is a fair coin, then p = q = 2 1 .
Hence, P r ( n heads ) = ( n 3 ) ( 2 1 ) 3 . And so, our answer is
( 2 3 ) ( 2 1 ) 3 + ( 3 3 ) ( 2 1 ) 3 ( 3 3 ) ( 2 1 ) 3 = 4 1 .