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Projection and Rescaling Algorithm for Finding Maximum Support Solutions to Polyhedral Conic Systems
We propose a simple projection and rescaling algorithm that finds maximum support solutions to the pair of feasibility problems: find x∈L∩Rn+  and find xˆ∈L⊥∩Rn+, where L is a linear subspace in Rn and L⊥ is its orthogonal complement. The algorithm complements a basic procedure that involves only projections onto L and L⊥ with a periodic rescaling step. The number of rescaling steps and, thus, overall computational work performed by the algorithm are bounded above in terms of a condition measure of the above pair of problems. Our algorithm is a natural but significant extension of a previous projection and rescaling algorithm that finds a solution to the full support problem: find x∈L∩Rn++ when this problem is feasible. As a byproduct of our new developments, we obtain a sharper analysis of the projection and rescaling algorithm in the latter special case.
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