Let x and y be real numbers in the interval ( 0 , 1 ) and their sum is 1. FInd the minimum value of x x + y y to 3 decimal places.
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WHAT IS JENESEN INEQUALITY
How to apply this in jee level can anybody explain
To complete the argument - f actually reaches the minimum at x = 2 1 ∈ ( 0 ; 1 ) . We were asked to find a minimum after all, not a lower bound^^
By the AM-GM inequality , x x + y 2 ≥ 2 x x y y with a minimum when x x = y y , or in other words, when x = y .
Since the sum of x and y is 1 , x = y = 2 1 , and the minimum value is 2 1 2 1 + 2 1 2 1 = 2 1 + 2 1 = 2 ≈ 1 . 4 1 4 .
Lazy Lagrange Multipliers at work here! Let f ( x , y ) = x x + y y and g ( x , y ) = x + y = 1 such that ∇ f = λ ∇ g , or:
x x ( ln ( x ) + 1 ) = λ ;
y y ( ln ( y ) + 1 ) = λ
which requires y = x . Thus, x + x = 1 ⇒ x = y = 2 1 . The Hessian matrix of f ( x , y ) computes to:
F ( x , y ) = [ f x x f y x f x y f y y ] = [ x x − 1 + x x [ ln 2 ( x ) + 1 ] 0 0 y y − 1 + y y [ ln 2 ( y ) + 1 ] ] ;
or F ( 1 / 2 , 1 / 2 ) = [ 2 + 2 1 ⋅ [ 1 + ln 2 ( 1 / 2 ) ] ] ⋅ I 2 x 2 > 0 , which is positive-definite and yields a global minimum at ( x , y ) = ( 1 / 2 , 1 / 2 ) . The minimum value is finally determined to be f ( 1 / 2 , 1 / 2 ) = 2 ( 1 / 2 ) = 2 .
y = x x + ( 1 − x ) 1 − x is symmetrical over x = 2 1 . Because x x is convex, the symmetry entails y is minimum at x = 2 1 . ( 2 1 ) 2 1 + ( 2 1 ) 2 1 = 2 .
Note that .5+.5=1 is the only choice where the values are not symmetrical.
For example, .1+.9=1 and .9+.1=1 so
.5^.5 + .5^.5 = 1.414
.6^.6 + .4^.4 = 1.429
.8^.8 + .2^.2 = 1.561
Or graph x^x + (1-x)^(1-x) to see that smallest value occurs at 0.5
We don't have calculator in exam bro
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Observe that f ( x ) = x x is convex over all R + . Then, due to Jensen's Inequality, using f ( x ) = x x :
2 x x + y y x x + y y x x + y y ≥ ( 2 x + y ) 2 x + y ≥ 2 ( 2 1 ) 2 1 ≥ 2