Introduction to Nonlinear Optimization Theory, Algorithms, and Applications with MATLAB: MOS-SIAM Series on Optimization
Autor Amir Becken Limba Engleză Paperback – 29 ian 2015
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Specificații
ISBN-13: 9781611973648
ISBN-10: 1611973643
Pagini: 290
Dimensiuni: 174 x 247 x 13 mm
Greutate: 0.05 kg
Editura: Society for Industrial and Applied Mathematics
Colecția Society for Industrial and Applied Mathematics
Seria MOS-SIAM Series on Optimization
Locul publicării:Cambridge, United Kingdom
ISBN-10: 1611973643
Pagini: 290
Dimensiuni: 174 x 247 x 13 mm
Greutate: 0.05 kg
Editura: Society for Industrial and Applied Mathematics
Colecția Society for Industrial and Applied Mathematics
Seria MOS-SIAM Series on Optimization
Locul publicării:Cambridge, United Kingdom
Cuprins
Preface; 1. Mathematical preliminaries; 2. Optimality conditions for unconstrained optimization; 3. Least squares; 4. The gradient method; 5. Newton's method; 6. Convex sets; 7. Convex functions; 8. Convex optimization; 9. Optimization over a convex set; 10. Optimality conditions for linearly constrained problems; 11. The KKT conditions; 12. Duality; Bibliographic notes; Bibliography; Index.
Descriere
A book which builds connections between the theory, algorithms and applications of optimization theory, with MATLAB files and plentiful exercises.