Large-scale and distributed optimization. (2018)

• Record Type: Book
• Further Information: Note: Pontus Giselsson, Anders Rantzer, editors.
• Editors: Giselsson, Pontus; Rantzer, Anders, 1963-
• Contents: Large-Scale and Distributed Optimization: An Introduction. - Exploiting Chordality in Optimization Algorithmsfor Model Predictive Control. -Decomposition Methods for Large-Scale SemidefinitePrograms with Chordal Aggregate Sparsity and PartialOrthogonality. -Smoothing Alternating Direction Methods for FullyNonsmooth Constrained Convex Optimization. -Primal-Dual Proximal Algorithms for Structured ConvexOptimization: A Unifying Framework. -Block-Coordinate Primal-Dual Method for NonsmoothMinimization over Linear Constraints. -Stochastic Forward Douglas-Rachford Splitting Methodfor Monotone Inclusions. -Mirror Descent and Convex Optimization Problemswith Non-smooth Inequality Constraints. -Frank-Wolfe Style Algorithms for Large Scale Optimization. -Decentralized Consensus Optimization and Resource Allocation. -Communication-Efficient Distributed Optimizationof Self-concordant Empirical Loss. -Numerical Construction of Nonsmooth Control LyapunovFunctions. -Convergence of an Inexact Majorization-Minimization Methodfor Solving a Class of Composite Optimization Problems.
• Publisher Details: Cham, Switzerland : Springer
• Publication Date: 2018
• Extent: 1 online resource (xiii, 412 pages), illustrations (some color)
• Subjects: 519.6; Mathematics; Mathematical optimization; Telecommunication; Technology & Engineering -- Automation; Technology & Engineering -- Telecommunications; Automatic control engineering; Communications engineering / telecommunications; Mathematics -- Applied; Optimization; Electronic books
• Languages: English
• ISBNs: 9783319974781; 3319974785
• Related ISBNs: 9783319974774
• Notes: Note: Includes bibliographical references.; Note: Online resource; title from PDF title page (SpringerLink, viewed November 20, 2018).
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.