Saddle Point Maximization

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My question is that in general, is there a case where saddle point be the global max of a function? I am solving a game theory question which the optimal solution is the saddle point. Can I conclude that the optimal solution is at the boundaries?

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By definition, a saddle point is

  • a local min in some directions and
  • a local max in other directions at the same time.

Since it is a local min in at least one direction, there are more optimal points for maximization. Ditto minimization from the other directions...

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It is a common misunderstanding in optimization how a saddle point may be the optimal point. The saddle point that is the optimal solution is the saddle point for the Lagrange function $L(x,u,v)$, not the saddle point for the objective function itself.