Hilbert Space Methods in Signal Processing

Author:   Rodney A. Kennedy (Australian National University, Canberra) ,  Parastoo Sadeghi (Australian National University, Canberra)
Publisher:   Cambridge University Press
ISBN:  

9781107010031


Pages:   440
Publication Date:   07 March 2013
Format:   Hardback
Availability:   Manufactured on demand   Availability explained
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Hilbert Space Methods in Signal Processing


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Overview

This lively and accessible book describes the theory and applications of Hilbert spaces and also presents the history of the subject to reveal the ideas behind theorems and the human struggle that led to them. The authors begin by establishing the concept of 'countably infinite', which is central to the proper understanding of separable Hilbert spaces. Fundamental ideas such as convergence, completeness and dense sets are first demonstrated through simple familiar examples and then formalised. Having addressed fundamental topics in Hilbert spaces, the authors then go on to cover the theory of bounded, compact and integral operators at an advanced but accessible level. Finally, the theory is put into action, considering signal processing on the unit sphere, as well as reproducing kernel Hilbert spaces. The text is interspersed with historical comments about central figures in the development of the theory, which helps bring the subject to life.

Full Product Details

Author:   Rodney A. Kennedy (Australian National University, Canberra) ,  Parastoo Sadeghi (Australian National University, Canberra)
Publisher:   Cambridge University Press
Imprint:   Cambridge University Press
Dimensions:   Width: 17.50cm , Height: 2.80cm , Length: 24.90cm
Weight:   0.900kg
ISBN:  

9781107010031


ISBN 10:   1107010039
Pages:   440
Publication Date:   07 March 2013
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Hardback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

Part I. Hilbert spaces: 1. Introduction; 2. Spaces; Part II. Operators: 3. Introduction to operators; 4. Bounded operators; 5. Compact operators; 6. Integral operators; Part III. Applications: 7. Signals and systems analysis on the 2-sphere; 8. Signal concentration and joint spatio-spectral analysis; 9. Convolution on 2-sphere; 10. Reproducing kernel Hilbert spaces.

Reviews

Advance praise: 'A book of this mathematical sophistication shouldn't be this fun to read - or teach from! Guilty pleasure aside, the treatment of Hilbert spaces and operator theory is remarkable in its lucidity and completeness - several other textbooks' worth of material. More than half of the book consists of new insights into spherical data analysis cast in a general framework that will make any of us working in this and adjacent research areas reach for this book to properly understand what it is that we have done.' Frederik J. Simons, Princeton University


Author Information

Rodney Kennedy is a Professor in the Research School of Engineering and the Head of the Applied Signal Processing research group at the Australian National University. He has won a number of prizes in engineering and mathematics, including UNSW University and ATERB Medals. He has supervised more than 40 PhD students and co-authored approximately 300 research papers. He is a Fellow of the IEEE. Parastoo Sadeghi is a Fellow in the Research School of Engineering at the Australian National University. She has published around 70 refereed journal and conference papers and received two IEEE Region 10 paper awards. She is a Senior Member of the IEEE.

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