Online convex optimization for cumulative constraints

  • With a convex objective and a convex feasible region, there can be only one optimal solution, which is globally optimal.
    Several methods -- notably Interior Point methods -- will either find the globally optimal solution, or prove that there is no feasible solution to the problem.

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