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1988

ISBN: 0387966145

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Dettagli del libro
The Mathematics of Nonlinear Programming (Undergraduate Texts in Mathematics)

Nonlinear programming provides an excellent opportunity to explore an interesting variety of pure and solidly applicable mathematics, numerical analysis, and computing. This text develops some of the ideas and techniques involved in the optimization methods using calculus, leading to the study of convexity. This is followed by material on basic numerical methods, least squares, the Karush-Kuhn-Tucker theorem, penalty functions, and Lagrange multipliers. The authors have aimed their presentation at the student who has a working knowledge of matrix algebra and advanced calculus, but has had no previous exposure to optimization. TOC:BContents:/B Unconstrained Optimization via Calculus.- Convex Sets and Convex Functions.- Iterative Methods for Unconstrained Optimization.- Least Squares Optimization.- Convex Programming and the Karush-Kuhn-Tucker Conditions.- Penalty Methods.- Optimization with Equality Constraints.- Index.

Informazioni dettagliate del libro - The Mathematics of Nonlinear Programming (Undergraduate Texts in Mathematics)


EAN (ISBN-13): 9780387966144
ISBN (ISBN-10): 0387966145
Copertina rigida
Copertina flessibile
Anno di pubblicazione: 1993
Editore: Springer
292 Pagine
Peso: 0,602 kg
Lingua: eng/Englisch

Libro nella banca dati dal 2008-01-13T17:19:30+01:00 (Rome)
Pagina di dettaglio ultima modifica in 2024-01-20T22:54:02+01:00 (Rome)
ISBN/EAN: 0387966145

ISBN - Stili di scrittura alternativi:
0-387-96614-5, 978-0-387-96614-4
Stili di scrittura alternativi e concetti di ricerca simili:
Autore del libro : peress, peres, anthony, uhl, sullivan, lagrange
Titolo del libro: linear programming, the mathemati, the mathematics nonlinear programming, undergraduate text


Dati dell'editore

Autore: Anthony L. Peressini; Francis E. Sullivan; J.J. Jr. Uhl
Titolo: Undergraduate Texts in Mathematics; The Mathematics of Nonlinear Programming
Editore: Springer; Springer US
276 Pagine
Anno di pubblicazione: 1988-03-02
New York; NY; US
Lingua: Inglese
71,64 € (DE)
73,65 € (AT)
96,69 CHF (CH)
Available
X, 276 p.

BB; Hardcover, Softcover / Mathematik/Wahrscheinlichkeitstheorie, Stochastik, Mathematische Statistik; Numerische Mathematik; Verstehen; CON_D027; Computational Mathematics and Numerical Analysis; Quantitative Economics; Wirtschaftstheorie und -philosophie; BC

1 Unconstrained Optimization via Calculus.- 1.1. Functions of One Variable.- 1.2. Functions of Several Variables.- 1.3. Positive and Negative Definite Matrices and Optimization.- 1.4. Coercive Functions and Global Minimizers.- 1.5. Eigenvalues and Positive Definite Matrices.- Exercises.- 2 Convex Sets and Convex Functions.- 2.1. Convex Sets.- 2.2. Some Illustrations of Convex Sets in Economics— Linear Production Models.- 2.3. Convex Functions.- 2.4. Convexity and the Arithmetic-Geometric Mean Inequality— An Introduction to Geometric Programming.- 2.5. Unconstrained Geometric Programming.- 2.6. Convexity and Other Inequalities.- Exercises.- 3 Iterative Methods for Unconstrained Optimization.- 3.1. Newton’s Method.- 3.2. The Method of Steepest Descent.- 3.3. Beyond Steepest Descent.- 3.4. Broyden’s Method.- 3.5. Secant Methods for Minimization.- Exercises.- 4 Least Squares Optimization.- 4.1. Least Squares Fit.- 4.2. Subspaces and Projections.- 4.3. Minimum Norm Solutions of Underdetermined Linear Systems.- 4.4. Generalized Inner Products and Norms; The Portfolio Problem.- Exercises.- 5 Convex Programming and the Karush-Kuhn-Tucker Conditions.- 5.1. Separation and Support Theorems for Convex Sets.- 5.2. Convex Programming; The Karush-Kuhn-Tucker Theorem.- 5.3. The Karush-Kuhn-Tucker Theorem and Constrained Geometric Programming.- 5.4. Dual Convex Programs.- 5.5. Trust Regions.- Exercises.- 6 Penalty Methods.- 6.1. Penalty Functions.- 6.2. The Penalty Method.- 6.3. Applications of the Penalty Function Method to Convex Programs.- Exercises.- 7 Optimization with Equality Constraints.- 7.1. Surfaces and Their Tangent Planes.- 7.2. Lagrange Multipliers and the Karush-Kuhn-Tucker Theorem for Mixed Constraints.- 7.3. Quadratic Programming.- Exercises.

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