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Kachurovskii's theorem

In mathematics, Kachurovskii's theorem is a theorem relating the convexity of a function on a Banach space to the monotonicity of its Fréchet derivative.

Statement of the theorem

Let K be a convex subset of a Banach space V and let f&nbsp;:&nbsp;K&nbsp;&rarr;&nbsp;R&nbsp;&cup;&nbsp;{+&infin;} be an extended real-valued function that is Fréchet differentiable with derivative df(x)&nbsp;:&nbsp;V&nbsp;&rarr;&nbsp;R at each point x in K. (In fact, df(x) is an element of the continuous dual space V<sup>&lowast;</sup>.) Then the following are equivalent:

  • f is a convex function;
  • for all x and y in K,
:
  • df is an (increasing) monotone operator, i.e., for all x and y in K,
:

References

  • (Proposition 7.4)