Let X n be the minimum of n numbers chosen randomly and uniformly on the interval [ − 1 , 1 ] . Let E n be the expected value of X n 2 .
n = 2 ∏ ∞ ( 1 + n E n − 1 ) = 4 π 3 cos ( 2 π a ) ,
where a is a positive integer. Submit a .
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Hints:
E n = n 2 + 3 n + 2 n 2 − n + 2 = 1 − n 2 + 3 n + 2 4 n (prove this)
Use sin/cos infinite product formulas to compute:
n = 2 ∏ ∞ ( 1 − n 2 + 3 n + 2 4 )
Edit
Here's how to find E n . It's pretty simple. First note that E n is also equal to the expected value of Y 2 , where Y is the random variable of the largest of the n numbers (since [ − 1 , 1 ] is symmetric about the origin).
Suppose the interval is [ 0 , 1 ] not [ − 1 , 1 ] . Note that the probability of n-1 of the numbers to be less than x is x n − 1 . Hence translating and dilating to the interval [ − 1 , 1 ] , the cdf of Y is ( x / 2 + 1 / 2 ) n − 1 . So
E n = ∫ − 1 1 ( 2 x + 2 1 ) n − 1 d x ∫ − 1 1 x 2 ( 2 x + 2 1 ) n − 1 d x
(We have to normalize.)
Anybody else have another way to do it?
Please explain how did you arrive at En ?
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@Ritik Saxena - I edited the solution to show how, hope that helps
Don't you need to find ∏ n = 2 ∞ ( n 1 − n 2 + 3 n + 2 4 ) ?
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@Alan Yan - Yep, you are right, I made a mistake ... changed the problem to reflect the correct answer ... sorry about that ... thanks!!
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This approach may be long, but I usually like to use it in solving continuous probability problems.
Divide our interval [ − 1 , 1 ] into m sub-intervals ( m is very large) each of width m 2 and to be considered as a single value − 1 + 2 m a , where a can take the values { 1 , 2 , . . . , m } .
Now , let { A i } 1 n be n numbers randomly(and independently) chosen from the given interval, and X be the random variable corresponding to the minimum chosen number.
Therefore:
A i = − 1 + 2 m a i where each variable a 1 , a 2 , . . . , a n is randomly chosen from { 1 , 2 , . . . , m }
and
X can take values of − 1 + 2 m k ; k ∈ { 1 , 2 , . . . , m }
Note that for every integer 1 ≤ j ≤ m :
A j is minimum among { A i } 1 n < = > a j is minimum among { a i } 1 n
Therefore we have:
P ( X = − 1 + 2 m k )
= P ( a 1 = k & a i ≥ k ∀ i ) + P ( a 2 = k & a i ≥ k ∀ i ) + . . . + P ( a n = k & a i ≥ k ∀ i ) − ( n − 1 ) P ( a i = k ∀ i )
(Obviously,the non-red terms are equal)
= n P ( a 1 = k & a i ≥ k ∀ i ) − ( n − 1 ) P ( a i = k ∀ i )
And since the a i 's are independent,and that a 1 = k & a 1 ≥ k < = > a 1 = k :
= n P ( a 1 = k ) P ( a 2 ≥ k ) P ( a 3 ≥ k ) . . . P ( a n ≥ k ) − ( n − 1 ) P ( a 1 = k ) P ( a 2 = k ) P ( a 3 = k ) . . . P ( a n = k )
= n . m 1 . m m − k + 1 . m m − k + 1 . . . m m − k + 1 − ( n − 1 ) m 1 . m 1 . m 1 . . . m 1
= m n ( m m − k + 1 ) n − 1 − m n n − 1
Hence:
E ( X 2 ) = k = 1 ∑ m ( − 1 + 2 m k ) 2 ( m n ( m m − k + 1 ) n − 1 − m n n − 1 )
= n . m 1 k = 1 ∑ m ( − 1 + 2 m k ) 2 ( ( m m + 1 − m k ) n − 1 − m n n − 1 )
Therefore:
E n = m → ∞ lim E ( X 2 ) = n ∫ 0 1 ( − 1 + 2 x ) 2 ( ( 1 − x ) n − 1 − 0 ) d x
The integral is easy to solve, just use the substitution u = 1 − x ,then expand and integrate to obtain at last:
E n = n 2 + 3 n + 2 n 2 − n + 2
Now, substituting the result in the desired expression to be calculated, we obtain:
P = n = 1 ∏ ∞ n 2 + 3 n + 2 n 2 + 3 n − 2
= n = 1 ∏ ∞ ( n + 1 ) ( n + 2 ) ( n − a ) ( n + 3 + a )
( a is a root of the upper polynomial,so is − 3 − a since their sum is − 3 .)
= ∏ n = 1 ∞ ( n + 1 ) ∏ n = 1 ∞ ( n + 2 ) ∏ n = 1 ∞ ( n − a ) ∏ n = 1 ∞ ( n + 3 + a )
= 1 1 ∏ n = 1 ∞ ( n ) 1 1 2 1 ∏ n = 1 ∞ ( n ) ∏ n = 1 ∞ ( n − a ) 1 + a 1 2 + a 1 3 + a 1 ∏ n = 1 ∞ ( n + a )
= ( a + 1 ) ( a + 2 ) ( a + 3 ) 2 n = 1 ∏ ∞ ( 1 − n 2 a 2 )
Now , the above infinite product alone is equal to π a sin ( π a ) ,which is a well known formula and can also be derived easily using the Gamma Function and its Reflection Formula. The value of a here is any root of the polynomial n 2 + 3 n − 2 . So after applying simple trigonometry and some manipulations, we get the desired answer:
4 π 3 cos ( 2 π 1 7 )