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For questions involving the concept of convexity

4 votes

a different algebra/representation for convex sets

Of course it's hard to say without any information, but linear matrix inequalities may be what you're looking for. They are to semidefinite programs what linear inequalities are to linear programs. …
Noah Stein's user avatar
  • 8,501
10 votes
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Characterising semi-definite positiveness on vectors with non-negative entries

The cone $C$ is called the cone of copositive matrices and its dual $C^*$ is called the cone of completely positive matrices. Here are some references. The paper most relevant to your question is pr …
Noah Stein's user avatar
  • 8,501
22 votes

Is all non-convex optimization heuristic?

I think you will be interested in the work of Parrilo, Lasserre, Putinar, Sturmfels, Nie, Helton, etc., on sums-of-squares and moment methods for polynomial optimization. They look at principled ways …
Noah Stein's user avatar
  • 8,501