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The idea of Kelley's cutting plane algorithm is to approximate the feasible region with a polytope, solve the resulting linear program (LP) and, if the LP solution is not feasible, separate it using gradient cuts to obtain a new polytope which is a better approximation of the feasible region and repeat, see Algorithm 1 ...
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