Fixed-point algorithms for inverse problems in science and engineering

  Fixed-Point Algorithms for Inverse Problems in Science and Engineering presents some of the most recent work from leading researchers in variational and numerical analysis.  The contributions in this collection provide state-of-the-art theory and practice in first-order fixed-point algorithms, ide...

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Autor principal: Bauschke, Heinz H., 1964-
Altres autors: Burachik, Regina S. (Editor), Combettes, Patrick Louis (Editor)
Format: Livre numérique
Idioma:Anglais
Publicat: New York, NY : Springer New York [20..].
Cham : Springer Nature
Edició:1st ed. 2011.
Col·lecció:Springer Optimization and Its Applications 49
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Nota: Description d'après consultation du 14 mai 2012
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Edition sous un autre format:• Fixed-point algorithms for inverse problems in science and engineering, Heinz H. Bauschke, Regina S. Burachik, Patrick L. Combettes... [et al.], editors, 2011, New York, Springer, 1 vol. (XI-402 p.), Springer optimization and its applications, 978-1-441-99568-1
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Sumari:  Fixed-Point Algorithms for Inverse Problems in Science and Engineering presents some of the most recent work from leading researchers in variational and numerical analysis.  The contributions in this collection provide state-of-the-art theory and practice in first-order fixed-point algorithms, identify emerging problems driven by applications, and discuss new approaches for solving these problems.   This book is a compendium of topics explored at the Banff International Research Station Interdisciplinary Workshop on Fixed-Point Algorithms for Inverse Problems in Science and Engineering   in November of 2009.  The workshop included a broad range of research including variational analysis, numerical linear algebra, biotechnology, materials science, computational solid-state physics, and chemistry.   Key topics and features of this book include :         Theory of Fixed-point algorithms: variational analysis, convex analysis, convex and nonconvex  optimization, subdifferential calculus, nonsmooth analysis, proximal point methods, projection methods, resolvent and related fixed-point theoretic methods, and monotone operator theory. Numerical analysis of fixed-point algorithms: choice of step lengths, of weights, of blocks for block-iterative and parallel methods, and of relaxation parameters; regularization of ill-posed problems; numerical comparison of various methods. Applications:  Image and signal processing, antenna optimization, location problems   The wide scope of applications presented in this volume easily serve as a basis for new and innovative research and collaboration
Descripció de l’ítem:Description d'après consultation du 14 mai 2012
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Bibliografia:Notes bibliogr.
ISBN:9781441995698
ISSN:1931-6836
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