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Optimal Quadratic Programming Algorithms: With Applications to Variational Inequalities
Barnes and Noble
Optimal Quadratic Programming Algorithms: With Applications to Variational Inequalities
Current price: $109.99
Barnes and Noble
Optimal Quadratic Programming Algorithms: With Applications to Variational Inequalities
Current price: $109.99
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Optimal Quadratic Programming Algorithms presents recently developed algorithms for solving large QP problems. The presentation focuses on algorithms which are, in a sense optimal, i.e., they can solve important classes of problems at a cost proportional to the number of unknowns. For each algorithm presented, the book details its classical predecessor, describes its drawbacks, introduces modifications that improve its performance, and demonstrates these improvements through numerical experiments.
This self-contained monograph can serve as an introductory text on quadratic programming for graduate students and researchers. Additionally, since the solution of many nonlinear problems can be reduced to the solution of a sequence of QP problems, it can also be used as a convenient introduction to nonlinear programming. The reader is required to have a basic knowledge of calculus in several variables and linear algebra.