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Is there a convexified version of affinity propagation?

affinity Propagation version
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Is there a convexified version of affinity propagation?

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Yes. We have tried “convexified free energy” belief propagation techniques (c.f. Weiss et al, Wainwright et al) to facilitate convergence (instead of the current damping). While the algorithm converged, it converged to poor solutions.

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