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Splitting Algorithms, Modern Operator Theory, and Applications

D. Russell Luke (Hrsg.), Regina S. Burachik (Hrsg.), Heinz H. Bauschke (Hrsg.)

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Springer International Publishing img Link Publisher

Naturwissenschaften, Medizin, Informatik, Technik / Analysis

Beschreibung

This book brings together research articles and state-of-the-art surveys in broad areas of optimization and numerical analysis with particular emphasis on algorithms. The discussion also focuses on advances in monotone operator theory and other topics from variational analysis and nonsmooth optimization, especially as they pertain to algorithms and concrete, implementable methods.   The theory of monotone operators is a central framework for understanding and analyzing splitting algorithms. Topics discussed in the volume were presented at the interdisciplinary workshop titled Splitting Algorithms, Modern Operator Theory, and Applications held in Oaxaca, Mexico in September, 2017. Dedicated to Jonathan M. Borwein, one of the most versatile mathematicians in contemporary history, this compilation brings theory together with applications in novel and insightful ways.

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Schlagwörter

inverse function theorem, quantification of convergence rates, Moreau envelopes, Gaussian back substitution, vector optimization problem, dedicated to Jonathan Borwein, variable metric algorithms, operator splitting methods, ill-posed problems, monotone operator theory, ADMM, optimization algorithms, decomposition and operator splitting, Dykstra projection method, monotone operators, monotone operators and optimization algortihms, variational problems, splitting algorithms, optimal control, discrete-time dyanamics