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Convex Analysis and Duality over Discrete Domains

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The aim of this paper is to establish a fundamental theory of convex analysis for the sets and functions over a discrete domain. By introducing conjugate/biconjugate functions and a discrete… Click to show full abstract

The aim of this paper is to establish a fundamental theory of convex analysis for the sets and functions over a discrete domain. By introducing conjugate/biconjugate functions and a discrete duality notion for the cones over discrete domains, we study duals of optimization problems whose decision parameters are integers. In particular, we construct duality theory for integer linear programming, provide a discrete version of Slater’s condition that implies the strong duality and discuss the relationship between integrality and discrete convexity.

Keywords: duality; discrete domains; convex analysis; duality discrete; analysis duality

Journal Title: Journal of the Operations Research Society of China
Year Published: 2018

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