For non-negative real numbers x 1 , x 2 , . . . , x n , which satisfy x 1 + x 2 + . . . + x n = 1 , find the largest possible value of j = 1 ∑ n ( x j 4 − x j 5 ) .
Give your answer to 3 significant figures.
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The "adjustment method" is actually known as smoothing an inequality.
Let f ( x ) = x 4 − x 5 f ′ ( x ) = 4 x 3 − 5 x 4 where f ′ ( x ) denotes the first derivative of f ( x ) f ′ ′ ( x ) = 1 2 x 2 − 2 0 x 3 = 4 x 2 ( 3 − 5 x )
f ′ ′ ( x ) > 0 when ( − ∞ , 5 3 ) and hence convex in this interval
f ′ ′ ( x ) < 0 when ( 5 3 , ∞ ) and hence concave in this interval
Suppose x 1 , x 2 , . . . , x i are in the interval in which f ( x ) is convex and x i + 1 , . . . x n are in the interval in which it is concave.
f ( x ) is maximum when n − i is maximum. Since i = 1 ∑ n = 1 and interval in which f ( x ) is convex is ( 5 3 , ∞ ) So maximum value that n − i attains is 1
Maximum of f ( x ) occurs when x n = x n − 1 = . . . = x i + 1 , x 1 = 1 − ( n − i ) x n and x 2 = x 3 = . . . = x i = 0
This above step is intutively evident by the properties of convexity and concavity.
The required sum in the question becomes S = ( n − i ) ( x n 4 − x n 5 ) + ( 1 − ( n − i ) x n ) 4 − ( 1 − ( n − i ) x n ) 5 Put n − i = 1 as concluded above and we need to maximize the function S ( x ) = x 4 − x 5 + ( 1 − x ) 4 + ( 1 − x ) 5 = x 4 − x 5 + ( 1 − x ) 4 ( 1 − ( 1 − x ) ) = x 4 − x 5 + ( 1 − x ) 4 ( x ) ) = x ( x 4 − x 5 + ( 1 − 4 x 3 + 6 x 2 − 4 x + x 4 ) = − 3 x 4 + 6 x 3 − 4 x 2 + x S ′ ( x ) = − 1 2 x 3 + 1 8 x 2 − 8 x + 1 = ( 1 − 2 x ) ( 6 x 2 − 6 x + 1 )
So max occurs when x 1 = 6 3 + 3 , x 2 = 6 3 − 3 and all others are 0 . These x 1 and x 2 are actually the roots of 6 x 2 − 6 x + 1 . Finally putting in S the required maximum value is 1 2 1
This solution is not clearly explained / missing some details.
I can understand it because I know the gist of what you want to do, and can "mind-read" to fill in the steps. However, you should still explain clearly what it is that you're doing, especially for someone who doesn't know how to solve the problem.
E.g.
- Why is
f
(
x
)
is maximum when
n
−
k
is maximum? (not obvious)
- Why did it suddenly change form
n
−
k
=
1
to
n
−
i
=
1
? (I suspect an unnecessary change of notation)
- Explain "this above step is intuitively evident ..." In particular, explain very clearly why we only have 2 non-zero values left.
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We can smooth the inequality (thanks to Challenge Master, I originally called it "the adjustment method", which was barely professional), i.e. proving when there are fewer non-zero numbers, the value of sum can get larger. To do this, first compare the value of ( x + y ) 4 − ( x + y ) 5 and x 4 − x 5 + y 4 − y 5 :
( x + y ) 4 − ( x + y ) 5 − ( x 4 − x 5 + y 4 − y 5 )
(note: when this is larger than 0 , then we know that converting two numbers into one can make the result larger)
= x y ( 4 x 2 + 6 x y + 4 y 2 ) − x y ( 5 x 3 + 1 0 x 2 y + 1 0 x y 2 + 5 y 3 )
= 2 1 x y ( 7 x 2 + 1 2 x y + 7 y 2 + x 2 + y 2 ) − 5 x y ( x 3 + 2 x y 2 + 2 x 2 y + y 3 )
≥ 2 7 x y ( x 2 + 2 x y + y 2 ) − 5 x y ( x 3 + 3 x y 2 + 3 x 2 y + y 3 )
= 2 1 x y ( x + y ) 2 [ 7 − 1 0 ( x + y ) ] ,
only if x , y > 0 , x + y < 1 0 7 , the above equation is larger than 0.
If the non-zero numbers in x 1 , x 2 , . . . , x n is less than two, then the value of the required sum is 0 .
The following observes when there are two or more non-zero numbers in x 1 , x 2 , . . . , x n .
If some three numbers x i , x j , x k > 0 , then it is certain that the sum of two of these numbers is less or equal to 3 2 < 1 0 7 . We can convert these two numbers into one, and as the above has demonstrated, the required sum gets larger. After some limited adjustments, eventually we have only 2 non-zero integers left, which we can assume them to be x , y > 0 , x + y = 1 .
Then x 4 − x 5 + y 4 − y 5 = x 4 ( 1 − x ) + y 4 ( 1 − y ) = x 4 y + y 4 x
= x y ( x 3 + y 3 ) = x y [ ( x + y ) 3 − 3 x y ( x + y ) ] = x y ( 1 − 3 x y ) ,
of which the value is the largest when x y = 6 1 , which is
6 1 − 3 × ( 6 1 ) 2 = 1 2 1 .