Linear and Nonlinear Programming : Second Edition (2nd ed. 2003)

The original edition of this book was celebrated for its coverage of the central concepts of practical optimization techniques.

This updated edition expands and illuminates the connection between the purely analytical character of an optimization problem, expressed by properties of the necessary conditions, and the behavior of algorithms used to solve a problem.

Incorporating modern theoretical insights, this classic text is even more useful.