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arxiv: 1111.2658 · v1 · pith:GLKXRARGnew · submitted 2011-11-11 · 🧮 math.OC

Introducing the Adaptive Convex Enveloping

classification 🧮 math.OC
keywords convexadaptiveconvexitydynamicenvelopingprogrammingaccurateactions
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Convexity, though extremely important in mathematical programming, has not drawn enough attention in the field of dynamic programming. This paper gives conditions for verifying convexity of the cost-to-go functions, and introduces an accurate, fast and reliable algorithm for solving convex dynamic programs with multivariate continuous states and actions, called Adaptive Convex Enveloping. This is a short introduction of the core technique created and used in my dissertation, so it is less formal, and misses some parts, such as literature review and reference, compared to a full journal paper.

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