be a function which is concave upward/downward. Then the following holds:
For every has both the left derivative, and the right derivative
Further, for
We assume the proof. Interested reader may refer a book on advanced calculus or Real Analysis.
We shall show next how convexity/ concavity of is related to various properties of or .