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A Note on the Equivalence of Operator Splitting Methods

Walaa M. Moursi () and Yuriy Zinchenko ()
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Walaa M. Moursi: Stanford University, Electrical Engineering
Yuriy Zinchenko: University of Calgary, Department of Mathematics and Statistics

Chapter Chapter 13 in Splitting Algorithms, Modern Operator Theory, and Applications, 2019, pp 331-349 from Springer

Abstract: Abstract This note provides a comprehensive discussion of the equivalences between some splitting methods. We survey known results concerning these equivalences which have been studied over the past few decades. In particular, we provide simplified proofs of the equivalence of the ADMM and the Douglas–Rachford method and the equivalence of the ADMM with intermediate update of multipliers and the Peaceman–Rachford method.

Keywords: Alternating Direction Method of Multipliers (ADMM); Chambolle–Pock method; Douglas–Rachford algorithm; Dykstra method; Equivalence of splitting methods; Fenchel–Rockafellar duality; Peaceman–Rachford algorithm; 47H05; 47H09; 49M27; 49M29; 49N15; 90C25 (search for similar items in EconPapers)
Date: 2019
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Persistent link: https://EconPapers.repec.org/RePEc:spr:sprchp:978-3-030-25939-6_13

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DOI: 10.1007/978-3-030-25939-6_13

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