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Practical Methods of Optimization

Practical Methods of Optimization

Автор: R. Fletcher, 450 стр., ISBN: 9780471494638

This established textbook is noted for its coverage of optimization methods that are of practical importance. It provides a thorough treatment of standard methods such as linear and quadratic programming, Newton–like methods and the conjugate gradient method. The theoretical aspects of the subject include an extended treatment of optimality conditions and the significance of Lagrange multipliers. The relevance of convexity theory to optimization is also not neglected. A significant proportion of the book is devoted to the solution of nonlinear problems, with an authoritative treatment of current methodology. Thus state of the art techniques such as the BFGS method, trust region methods and the SQP method are described and analysed. Other features are an extensive treatment of nonsmooth optimization and the L—1 penalty function. Contents Part 1 Unconstrained Optimization Part 2 Constrained Optimization ? Introduction ? Structure of Methods ? Newton–like Methods ?...
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