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This book introduces sparse and redundant representations with a focus on applications in signal and image processing. It details mathematical modeling for signal sources along with how to use the model for tasks such as denoising, restoration and separation.
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- ÉditeurSpringer
- Date d'édition2014
- ISBN 10 1489982450
- ISBN 13 9781489982452
- ReliureBroché
- Nombre de pages396
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Sparse and Redundant Representations: From Theory to Applications in Signal and Image Processing by Elad, Michael [Paperback ]
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Sparse and Redundant Representations
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Description du livre Taschenbuch. Etat : Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -A long long time ago, echoing philosophical and aesthetic principles that existed since antiquity, William of Ockham enounced the principle of parsimony, better known today as Ockham's razor: 'Entities should not be multiplied without neces sity. ' This principle enabled scientists to select the 'best' physical laws and theories to explain the workings of the Universe and continued to guide scienti c research, leadingtobeautifulresultsliketheminimaldescriptionlength approachtostatistical inference and the related Kolmogorov complexity approach to pattern recognition. However, notions of complexity and description length are subjective concepts anddependonthelanguage'spoken'whenpresentingideasandresults. The eldof sparse representations, that recently underwent a Big Bang like expansion, explic itly deals with the Yin Yang interplay between the parsimony of descriptions and the 'language' or 'dictionary' used in them, and it became an extremely exciting area of investigation. It already yielded a rich crop of mathematically pleasing, deep and beautiful results that quickly translated into a wealth of practical engineering applications. You are holding in your hands the rst guide book to Sparseland, and I am sure you'll nd in it both familiar and new landscapes to see and admire, as well as ex cellent pointers that will help you nd further valuable treasures. Enjoy the journey to Sparseland! Haifa, Israel, December 2009 Alfred M. Bruckstein vii Preface This book was originally written to serve as the material for an advanced one semester (fourteen 2 hour lectures) graduate course for engineering students at the Technion, Israel. 396 pp. Englisch. N° de réf. du vendeur 9781489982452
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Sparse and Redundant Representations : From Theory to Applications in Signal and Image Processing
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Description du livre Taschenbuch. Etat : Neu. Druck auf Anfrage Neuware - Printed after ordering - A long long time ago, echoing philosophical and aesthetic principles that existed since antiquity, William of Ockham enounced the principle of parsimony, better known today as Ockham's razor: 'Entities should not be multiplied without neces sity. ' This principle enabled scientists to select the 'best' physical laws and theories to explain the workings of the Universe and continued to guide scienti c research, leadingtobeautifulresultsliketheminimaldescriptionlength approachtostatistical inference and the related Kolmogorov complexity approach to pattern recognition. However, notions of complexity and description length are subjective concepts anddependonthelanguage'spoken'whenpresentingideasandresults. The eldof sparse representations, that recently underwent a Big Bang like expansion, explic itly deals with the Yin Yang interplay between the parsimony of descriptions and the 'language' or 'dictionary' used in them, and it became an extremely exciting area of investigation. It already yielded a rich crop of mathematically pleasing, deep and beautiful results that quickly translated into a wealth of practical engineering applications. You are holding in your hands the rst guide book to Sparseland, and I am sure you'll nd in it both familiar and new landscapes to see and admire, as well as ex cellent pointers that will help you nd further valuable treasures. Enjoy the journey to Sparseland! Haifa, Israel, December 2009 Alfred M. Bruckstein vii Preface This book was originally written to serve as the material for an advanced one semester (fourteen 2 hour lectures) graduate course for engineering students at the Technion, Israel. N° de réf. du vendeur 9781489982452
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Description du livre Paperback / softback. Etat : New. This item is printed on demand. New copy - Usually dispatched within 5-9 working days. N° de réf. du vendeur C9781489982452
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Description du livre Etat : New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Introduces theoretical and numerical foundations before tackling applicationsDiscusses how to use the proper model for various situationsIntroduces sparse and redundant representationsFocuses on applications in signal and image proce. N° de réf. du vendeur 11466560
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Description du livre Etat : New. Buy with confidence! Book is in new, never-used condition. N° de réf. du vendeur bk1489982450xvz189zvxnew
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