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arxiv: 1211.4664 · v1 · pith:O4Q6VP5Snew · submitted 2012-11-20 · 🧮 math.OC

Complete solutions to nonconvex fractional programming problems

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keywords problemconditionscanonicaldualfractionalfunctionnonconvexoriginal
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This paper presents a canonical dual approach to the problem of minimizing the sum of a quadratic function and the ratio of nonconvex function and quadratic functions, which is a type of non-convex optimization problem subject to an elliptic constraint. We first relax the fractional structure by introducing a family of parametric subproblems. Under certain conditions, we show that the canonical dual of each subproblem becomes a two-dimensional concave maximization problem that exhibits no duality gap. Since the infimum of the optima of the parameterized subproblems leads to a solution to the original problem, we then derive some optimality conditions and existence conditions for finding a global minimizer of the original problem.

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