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arxiv: 1903.06477 · v1 · pith:BDXWN6SBnew · submitted 2019-03-15 · 🧮 math.OC

SuperSCS: fast and accurate large-scale conic optimization

classification 🧮 math.OC
keywords conicfastoptimizationproblemssuperscsaccuratelarge-scalesupermann
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We present SuperSCS: a fast and accurate method for solving large-scale convex conic problems. SuperSCS combines the SuperMann algorithmic framework with the Douglas-Rachford splitting which is applied on the homogeneous self-dual embedding of conic optimization problems: a model for conic optimization problems which simultaneously encodes the optimality conditions and infeasibility/unboundedness certificates for the original problem. SuperMann allows the use of fast quasi-Newtonian directions such as a modified restarted Broyden-type direction and Anderson's acceleration.

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