Numerical optimization : theoretical and practical aspects J. Frederic Bonnans - Berlin ; New York : Springer, c2003. - xiii, 419 p. : ill. ; 24 cm. - Universitext .

General Introduction (Page-3),Basic Methods (Page-25),Line-Searches (Page-37),Newtonian Methods (Page-51),Conjugate Gradient (Page-67),Special Methods (Page-77),A Case Study: Seismic Reection Tomography (Page-97),Introduction to Nonsmooth Optimization (Page-109),Some Methods in Nonsmooth Optimization (Page-119),Bundle Methods. The Quest for Descent (Page-137),Applications of Nonsmooth Optimization (Page-161), Computational Exercises (Page-183),Background (Page-197),Local Methods for Problems with Equality Constraints (Page-215),Local Methods for Problems with Equality and Inequality Constraints (Page-255),Exact Penalization (Page-271),Globalization by Line-Search (Page-289),Quasi-Newton Versions (Page-323), Linearly Constrained Optimization and Simplex Algorithms (Page-353),Linear Monotone Complementarity and Associated Vectors Fields (Page-371),Predictor-Corrector Algorithms (Page-395),Non-Feasible Algorithms (Page-411),Self-Duality (Page-425),One-Step Methods (Page-435),Complexity of Linear Optimization Problems with Integer Data (Page-451),Karmarkar’s Algorithm (Page-457).


3540001913 (pbk. : acid-free paper)

2002042915


Computer algorithms.
Mathematical optimization.
Numerical analysis--Data processing.

519.3, BON