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Introduction to Nonlinear Optimization Theory, Algorithms, and Applications with MATLAB - Softcover

Beck, Amir

 
9781611973648: Introduction to Nonlinear Optimization Theory, Algorithms, and Applications with MATLAB
Softcover
ISBN 10: 1611973643 ISBN 13: 9781611973648
Verlag: Society for Industrial and Applied Mathematics, 2015

Inhaltsangabe

The three pillars of optimization theory - theoretical and algorithmic foundation, familiarity with applications, and the ability to apply theory and algorithms to actual problems - are combined in this book, which rigorously and gradually builds the connection between theory, algorithms, applications, and implementation. Readers will find more than 170 exercises that deepen and enhance the reader's understanding of the topics. The author includes several subjects not typically found in optimization books, including optimality conditions in sparsity-constrained optimization, hidden convexity, and total least squares. It also offers a large number of applications, such as circle fitting, the Fermat-Weber problem, denoising, clustering, and orthogonal regression. Theoretical and algorithmic topics are demonstrated by the MATLAB toolbox CVX and a package of m-files posted on the book's website. This book is intended for students of mathematics, computer science, and engineering at the advanced undergraduate level plus.

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Über die Autorin bzw. den Autor

Amir Beck is an Associate Professor in the Department of Industrial Engineering at the Technion - Israel Institute of Technology. He has published numerous papers, has given invited lectures at international conferences, and was awarded the Salomon Simon Mani Award for Excellence in Teaching and the Henry Taub Research Prize. He is on the editorial board of Mathematics of Operations Research, Operations Research, and the Journal of Optimization Theory and Applications.

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Verlag
Society for Industrial and Applied Mathematics
Erscheinungsdatum
2015
Sprache
Englisch
ISBN 10 
1611973643
ISBN 13 
9781611973648
Einband
Taschenbuch
Anzahl der Seiten
290
Kontakt zum Hersteller
Nicht verfügbar
Verantwortliche Person
Buchpark GmbH
gpsr@buchpark.de

Krügerweg 1
Trebbin
Brandenburg
14959
Deutschland