Let f ( x , y ) be a non-separable, non-negative real-valued function, that is

Amber Quinn

Amber Quinn

Answered question

2022-06-28

Let f ( x , y ) be a non-separable, non-negative real-valued function, that is jointly concave in x and y. We want to maximize f ( x , y ) over x and y.

Is the sequential maximization
max x max y f ( x , y )
always equal to the simultaneous maximization
max x ,   y f ( x , y )
Or is there a simple counter-example for this?

I know that if
is separable, then the sequential maximization and simultaneous maximization are equal. Are there any conditions on a non-separable function such that this result still holds?

Answer & Explanation

Marlee Norman

Marlee Norman

Beginner2022-06-29Added 18 answers

Let ( x 0 , y 0 ) be any two elements. Then clearly we have that f ( x 0 , y 0 ) max y f ( x 0 , y )

Moreover we notice that max x max y f ( x , y ) is the maximum over elements of the form max y f ( x , y ) for some x . In particular this implies that f ( x 0 , y 0 ) max y f ( x 0 , y ) max x max y f ( x , y ). As x 0 , y 0 were chosen arbitrarily we may conclude that max x , y f ( x , y ) max x max y f ( x , y ) and the inequality in the other direction is obvious.
Leah Pope

Leah Pope

Beginner2022-06-30Added 7 answers

Thanks! That's very helpful

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