Dual cone

Dual cone and polar cone

Dual cone and polar cone are closely related concepts in convex analysis, a branch of mathematics.

Dual cone

The dual cone C^* of a subset C in a Euclidean space mathbb R^n is the set

C^* = left {yin mathbb R^n: y cdot x geq 0 quad forall xin C right },

where "·" denotes the dot product.

C^* is always a convex cone, even if C is neither convex nor a cone.

When C is a cone, the following properties hold:

  • A non-zero vector y is in C^* if and only if -y is the normal of a hyperplane that supports C at the origin.
  • C^* is closed and convex.
  • C_1 subseteq C_2 implies C_2^* subseteq C_1^*.
  • If C has nonempty interior, then C^* is pointed, i.e. C^* contains no line in its entirety.
  • If the closure of C is pointed, then C^* has nonempty interior.
  • C^{**} is the closure of the smallest convex cone containing C .

A cone is said to be self-dual if C = C^* . The nonnegative orthant of mathbb{R}^n and the space of all positive semidefinite matrices are self-dual.

Dual cones can be more generally defined on real Hilbert spaces.

Polar cone

For a set C in mathbb R^n, the polar cone of C is the set

C^o = left {yin mathbb R^n: y cdot x leq 0 quad forall xin C right }.

It is easy to check that C^o=-C^* for any set C in mathbb R^n, and that the polar cone shares many of the properties of the dual cone.

References

  • Goh, C. J.; Yang, X.Q. Duality in optimization and variational inequalities. London; New York: Taylor & Francis.
  • Boltyanski, V. G.; Martini, H., Soltan, P. Excursions into combinatorial geometry. New York: Springer.
  • Ramm, A.G.; Shivakumar, P.N.; Strauss, A.V. editors Operator theory and its applications. Providence, R.I.: American Mathematical Society.

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