Numerical Optimization Theoretical and Practical Aspects /

Just as in its 1st edition, this book starts with illustrations of the ubiquitous character of optimization, and describes numerical algorithms in a tutorial way. It covers fundamental algorithms as well as more specialized and advanced topics for unconstrained and constrained problems. Most of the...

Πλήρης περιγραφή

Λεπτομέρειες βιβλιογραφικής εγγραφής
Κύριοι συγγραφείς: Bonnans, J. Frédéric (Συγγραφέας), Gilbert, J. Charles (Συγγραφέας), Lemaréchal, Claude (Συγγραφέας), Sagastizábal, Claudia A. (Συγγραφέας)
Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
Γλώσσα:English
Έκδοση: Berlin, Heidelberg : Springer Berlin Heidelberg, 2006.
Θέματα:
Διαθέσιμο Online:Full Text via HEAL-Link
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020 |a 9783540354475  |9 978-3-540-35447-5 
024 7 |a 10.1007/978-3-540-35447-5  |2 doi 
040 |d GrThAP 
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082 0 4 |a 519.6  |2 23 
100 1 |a Bonnans, J. Frédéric.  |e author. 
245 1 0 |a Numerical Optimization  |h [electronic resource] :  |b Theoretical and Practical Aspects /  |c by J. Frédéric Bonnans, J. Charles Gilbert, Claude Lemaréchal, Claudia A. Sagastizábal. 
264 1 |a Berlin, Heidelberg :  |b Springer Berlin Heidelberg,  |c 2006. 
300 |a XIV, 494 p.  |b online resource. 
336 |a text  |b txt  |2 rdacontent 
337 |a computer  |b c  |2 rdamedia 
338 |a online resource  |b cr  |2 rdacarrier 
347 |a text file  |b PDF  |2 rda 
505 0 |a Unconstrained Problems -- General Introduction -- Basic Methods -- Line-Searches -- Newtonian Methods -- Conjugate Gradient -- Special Methods -- A Case Study: Seismic Reection Tomography -- Nonsmooth Optimization -- to Nonsmooth Optimization -- Some Methods in Nonsmooth Optimization -- Bundle Methods. The Quest for Descent -- Applications of Nonsmooth Optimization -- Computational Exercises -- Newton's Methods in Constrained Optimization -- Background -- Local Methods for Problems with Equality Constraints -- Local Methods for Problems with Equality and InequalityConstraints -- Exact Penalization -- Globalization by Line-Search -- Quasi-Newton Versions -- Interior-Point Algorithms for Linear and QuadraticOptimization -- Linearly Constrained Optimization and SimplexAlgorithm -- Linear Monotone Complementarity and Associated Vector Fields -- Predictor-Corrector Algorithms -- Non-Feasible Algorithms -- Self-Duality -- One-Step Methods -- Complexity of Linear Optimization Problems with Integer Data -- Karmarkar's Algorithm. 
520 |a Just as in its 1st edition, this book starts with illustrations of the ubiquitous character of optimization, and describes numerical algorithms in a tutorial way. It covers fundamental algorithms as well as more specialized and advanced topics for unconstrained and constrained problems. Most of the algorithms are explained in a detailed manner, allowing straightforward implementation. Theoretical aspects of the approaches chosen are also addressed with care, often using minimal assumptions. This new edition contains computational exercises in the form of case studies which help understanding optimization methods beyond their theoretical, description, when coming to actual implementation. Besides, the nonsmooth optimization part has been substantially reorganized and expanded. 
650 0 |a Mathematics. 
650 0 |a Algorithms. 
650 0 |a Computer science  |x Mathematics. 
650 0 |a Numerical analysis. 
650 0 |a Mathematical optimization. 
650 0 |a Calculus of variations. 
650 0 |a Operations research. 
650 0 |a Management science. 
650 1 4 |a Mathematics. 
650 2 4 |a Optimization. 
650 2 4 |a Operations Research, Management Science. 
650 2 4 |a Calculus of Variations and Optimal Control; Optimization. 
650 2 4 |a Numerical Analysis. 
650 2 4 |a Algorithm Analysis and Problem Complexity. 
650 2 4 |a Mathematics of Computing. 
700 1 |a Gilbert, J. Charles.  |e author. 
700 1 |a Lemaréchal, Claude.  |e author. 
700 1 |a Sagastizábal, Claudia A.  |e author. 
710 2 |a SpringerLink (Online service) 
773 0 |t Springer eBooks 
776 0 8 |i Printed edition:  |z 9783540354451 
856 4 0 |u http://dx.doi.org/10.1007/978-3-540-35447-5  |z Full Text via HEAL-Link 
912 |a ZDB-2-SMA 
950 |a Mathematics and Statistics (Springer-11649)