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The above minimax function is minimized when BOTH arguments equal each other, hence:
a 2 + b = b 2 + a ⇒ a 2 − b 2 + b − a = 0 ⇒ ( a + b ) ( a − b ) − ( a − b ) = 0 ⇒ ( a − b ) ( a + b − 1 ) = 0 ;
or a = b (i) and a + b = 1 (ii). Now, substitution of (i) into either argument yields the function f ( a ) = a 2 + a , which has a critical point at:
f ′ ( a ) = 2 a + 1 = 0 ⇒ a = − 2 1 and achieves a minimum at this critical point due to f ′ ′ ( − 1 / 2 ) = 2 > 0 . Now, applying (ii) to either argument yields g ( a ) = a 2 − a + 1 , where g ′ ( a ) = 2 a − 1 = 0 ⇒ a = 2 1 and g ′ ′ ( 1 / 2 ) = 2 > 0 . Hence our two critical pairs come to ( a , b ) = ( − 1 / 2 , − 1 / 2 ) ; ( 1 / 2 , 1 / 2 ) .
Substitution of these critical pairs into the original minimax function produces:
( a , b ) = ( − 1 / 2 , − 1 / 2 ) ⇒ ( − 1 / 2 ) 2 − 1 / 2 = − 4 1
( a , b ) = ( 1 / 2 , 1 / 2 ) ⇒ ( 1 / 2 ) 2 + 1 / 2 = 4 3
which gives a minimum value of − 4 1 .
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We can assume that M is the maximum of the two expressions....
So, we know that
M >= a^2 + b
M >= b^2 + a
Adding these two gives
2M >= (a+1/2)^2 +(b+1/2)^2 -1/2
Hence we find
M >= -0.25 !!
This occurs when a=b=-0.5