Michael Unser,Pouya D. Tafti's An Introduction to Sparse Stochastic Processes PDF

By Michael Unser,Pouya D. Tafti

ISBN-10: 1107058546

ISBN-13: 9781107058545

supplying a singular method of sparse stochastic techniques, this entire publication provides the speculation of stochastic approaches which are governed via stochastic differential equations, and that admit a parsimonious illustration in a matched wavelet-like foundation. key issues are the statistical estate of endless divisibility, which ends up in precise different types of behaviour - Gaussian and sparse - and the structural hyperlink among linear stochastic strategies and spline services, that's exploited to simplify the mathematical research. The center of the booklet is dedicated to investigating sparse methods, together with a whole description in their transform-domain statistics. the ultimate half develops useful signal-processing algorithms which are in line with those versions, with exact emphasis on biomedical picture reconstruction. this is often an amazing reference for graduate scholars and researchers with an curiosity in signal/image processing, compressed sensing, approximation thought, laptop studying, or statistics.

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An Introduction to Sparse Stochastic Processes by Michael Unser,Pouya D. Tafti

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