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Cover image for Hilbert space methods in signal processing
Title:
Hilbert space methods in signal processing
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Publication Information:
New York : Cambridge University Press, 2013
Physical Description:
xvii, 420 p. : ill. ; 26 cm.
ISBN:
9781107010031
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30000010303906 QA322.4 K46 2013 Open Access Book Book
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Summary

Summary

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.


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
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