عنوان

Linear and nonlinear programming /

(Number (ISBN

3319188410

(Number (ISBN

3319188429

(Number (ISBN

9783319188416

(Number (ISBN

9783319188423

Erroneous ISBN

9783319188416

Country Code

bnb

Number

b623894

Title Proper

Linear and nonlinear programming /

General Material Designation

[Book]

First Statement of Responsibility

David G. Luenberger, Yinyu Ye.

Edition Statement

Fourth edition.

Specific Material Designation and Extent of Item

1 online resource (xiii, 546 pages) :

Other Physical Details

illustrations

Series Title

International series in operations research & management science ;

Volume Designation

volume 228

Text of Note

Includes bibliographical references and index.

Text of Note

Introduction -- Part I Linear Programming -- Basic Properties of Linear Programs -- The Simplex Method -- Duality and Complementarity -- Interior-Point Methods -- Conic Linear Programming -- Part II Unconstrained Problems -- Basic Properties of Solutions and Algorithms -- Basic Descent Methods -- Conjugate Direction Methods -- Quasi-Newton Methods -- Part III Constrained Minimization -- Constrained Minimization Conditions -- Primal Methods -- Penalty and Barrier Methods -- Duality and Dual Methods -- Primal-Dual Methods -- Appendix A: Mathematical Review -- Appendix B: Convex Sets -- Appendix C: Gaussian Elimination -- Appendix D: Basic Network Concepts.

0

Text of Note

This new edition covers the central concepts of practical optimization techniques, with an emphasis on methods that are both state-of-the-art and popular.℗ℓ Again a connection between the purely analytical character of an optimization problem and the behavior of algorithms used to solve the problem.℗ℓ As in the earlier editions, the material in this fourth edition is organized into three separate parts.℗ℓ Part I is a self-contained introduction to linear programming covering numerical algorithms and many of its important special applications.℗ℓ Part II, which is independent of Part I, covers the theory of unconstrained optimization, including both derivations of the appropriate optimality conditions and an introduction to basic algorithms.℗ℓ Part III extends the concepts developed in the second part to constrained optimization problems.℗ℓ It is possible to go directly into Parts II and III omitting Part I, and, in fact, the book has been used in this way in many universities. ℗ℓ New to this edition is a chapter devoted to Conic Linear Programming, a powerful generalization of Linear Programming.℗ℓ Indeed, many conic structures are possible and useful in a variety of applications.℗ℓ It must be recognized, however, that conic linear programming is an advanced topic, requiring special study.℗ℓ Other important and popular topics include (1) an accelerated steepest descent method that exhibits superior convergence properties and (2) the alternating direction method with multipliers (ADMM) that can be implemented distributionally.℗ℓ The proof of the convergence property for both standard and accelerated steepest descent methods are presented in Chapter 8, and the analysis of ADMM in Chapter 14 as a dual method.℗ℓ As in previous editions, end-of-chapter exercises appear for most chapters. ℗ℓ From the reviews of the Third Edition ℗ℓ ℓ́ℓℓ́Œ.this very well-written book is a classic textbook in Optimization.℗ℓ It should be present in the bookcase of each student, researcher, and specialist from the host of disciplines from which practical optimization applications are drawn.ℓ́ℓ℗ℓ (Jean-Jacques Strodiot, Zentralblatt℗ℓ MATH, Vol. 1207, 2011).

Source for Acquisition/Subscription Address

Springer Nature

Stock Number

com.springer.onix. 9783319188423

International Standard Book Number

9783319188416

Linear programming.

Nonlinear programming.

Business & Economics-- Operations Research.

Engineering: general.

Linear programming.

Mathematical modelling.

Mathematics-- Applied.

Nonlinear programming.

Operational research.

Technology & Engineering-- General.

BUS049000

KJMD

KJMD

KJT

KJT

Number

Edition

Class number

Luenberger, David G.,1937-

Ye, Yinyu

Date of Transaction

20201221083012.0

Cataloguing Rules (Descriptive Conventions))

pn

Electronic name

[Book]

270410

Y