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Bootstrap techniques for signal processing / / Abdelhak M. Zoubir, D. Robert Iskander



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Autore: Zoubir Abdelhak M Visualizza persona
Titolo: Bootstrap techniques for signal processing / / Abdelhak M. Zoubir, D. Robert Iskander Visualizza cluster
Pubblicazione: Cambridge ; ; New York, : Cambridge, 2004
Edizione: 1st ed.
Descrizione fisica: 1 online resource (xiv, 217 pages) : digital, PDF file(s)
Disciplina: 621.382/2
Soggetto topico: Signal processing - Mathematics
Image processing - Mathematics
Bootstrap (Statistics)
Altri autori: IskanderD. Robert  
Note generali: Title from publisher's bibliographic system (viewed on 05 Oct 2015).
Nota di bibliografia: Includes bibliographical references (p. 201-214) and index.
Nota di contenuto: Cover; Half-title; Title; Copyright; Contents; Preface; Notations; 1 Introduction; 2 The bootstrap principle; 3 Signal detection with the bootstrap; 4 Bootstrap model selection; 5 Real data bootstrap applications; Appendix 1 Matlab codes for the examples; Appendix 2 Bootstrap Matlab Toolbox; References; Index
Sommario/riassunto: The statistical bootstrap is one of the methods that can be used to calculate estimates of a certain number of unknown parameters of a random process or a signal observed in noise, based on a random sample. Such situations are common in signal processing and the bootstrap is especially useful when only a small sample is available or an analytical analysis is too cumbersome or even impossible. This book covers the foundations of the bootstrap, its properties, its strengths and its limitations. The authors focus on bootstrap signal detection in Gaussian and non-Gaussian interference as well as bootstrap model selection. The theory developed in the book is supported by a number of useful practical examples written in MATLAB. The book is aimed at graduate students and engineers, and includes applications to real-world problems in areas such as radar and sonar, biomedical engineering and automotive engineering.
Titolo autorizzato: Bootstrap techniques for signal processing  Visualizza cluster
ISBN: 1-107-14842-1
1-280-47787-3
9786610477876
0-511-19529-X
0-511-19595-8
0-511-19389-0
0-511-33144-4
0-511-53671-2
0-511-19463-3
Formato: Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione: Inglese
Record Nr.: 9910818335603321
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