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Atomic Decomposition via Polar Alignment: The Geometry of Structured Optimizatio

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The use of convex optimization in the fields of data science and engineering is becoming ubiquitous. But is has been recognized in the research community for more than a decade that significant efficiencies can be gained by acknowledging the latent structure in the solution itself, coupled with the overarching structure provided by convexity.

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