An introduction to sparse stochastic processes

by Unser, Michael A.

Type Book

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Title Statements

Full title :An introduction to sparse stochastic processes / Michael Unser and Pouya D. Tafti, École Polytechnique Fédérale, Lausanne.

Edition Statements

Publication Date:2014.

Publication Statements

Publisher(s):Cambridge University Press
Place of Publication:Cambridge
Language:eng
Publication Date:2014.

The Physical Object

Description:xviii, 367 pages ; : 26 cm

Edition Identifiers

ISBN:9781107058545, 1107058546
oclc:ocn871044218
LC Classification:QA274.23
Dewey Decimal:519.2/3

Roadmap to the book -- Mathematical context and background -- Continuous-domain innovation models -- Operators and their inverses -- Splines and wavelets -- Sparse stochastic processes -- Sparse representations -- Infinite divisibility and transform-domain statistics -- Recovery of sparse signals -- Wavelet-domain methods -- Conclusion -- Appendix A : Singular integrals -- Appendix B : Positive definiteness -- Appendix C : Special functions.

Subjects

Champs aléatoires Équations différentielles stochastiques Gauß-Prozess Gaussian processes Processus gaussiens Random fields Stochastic differential equations Stochastische Differentialgleichung Zufälliges Feld