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arxiv: 1508.01582 · v2 · pith:OWBH3CCMnew · submitted 2015-08-07 · 🧮 math.OC · cs.NA· math.NA

A semi-smooth Newton method for a special piecewise linear system with application to positively constrained convex quadratic programming

classification 🧮 math.OC cs.NAmath.NA
keywords methodnewtonsemi-smoothsequencesystemapplicationconvexlinear
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In this paper a special piecewise linear system is studied. It is shown that, under a mild assumption, the semi-smooth Newton method applied to this system is well defined and the method generates a sequence that converges linearly to a solution. Besides, we also show that the generated sequence is bounded, for any starting point, and a formula for any accumulation point of this sequence is presented. As an application, we study the convex quadratic programming problem under positive constraints. The numerical results suggest that the semi-smooth Newton method achieves accurate solutions to large scale problems in few iterations.

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