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Optimization Techniques in Statistics (Statistical Modeling and Decision Science) - Hardcover

 
9780126045550: Optimization Techniques in Statistics (Statistical Modeling and Decision Science)

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Synopsis

The mathematical techniques of optimization are fundamental to statistical theory and practice. This volume covers these methods, ranging from classical optimization and Lagrange multipliers, to numerical techniques using gradients or direct search, to linear, nonlinear and dynamic programming using the Kuhn-Tucker conditions or the Pontryagin maximal principle. Variational methods and optimization in function spaces are also discussed, as are stochastic optimization in simulation, including annealing methods. The text features various applications, including: estimates of maximum likelihood; Markov decision processes; programming methods used to optimize monitoring of patients in hospitals; the derivation of the Neyman-pearson lemma; the search for optimal designs; and the simulation of a steel mill.

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Review

It is well written, nicely organized, with a high degree of mathematical accuracy...all coming together to make the material easily digestible.--Stergios B. Fotopoulos, Washington State University

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  • PublisherAcademic Press
  • Publication date1994
  • ISBN 10 0126045550
  • ISBN 13 9780126045550
  • BindingHardcover
  • Number of pages359

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Other Popular Editions of the Same Title

9781493307425: Optimization Techniques in Statistics

Featured Edition

ISBN 10:  1493307428 ISBN 13:  9781493307425
Publisher: Academic Press, 2014
Softcover