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

By Michael Unser,Pouya D. Tafti

offering a singular method of sparse stochastic procedures, this complete publication offers the idea of stochastic approaches which are governed via stochastic differential equations, and that admit a parsimonious illustration in a matched wavelet-like foundation. key subject matters are the statistical estate of endless divisibility, which ends up in distinctive kinds of behaviour - Gaussian and sparse - and the structural hyperlink among linear stochastic techniques and spline capabilities, that's exploited to simplify the mathematical research. The middle of the ebook is dedicated to investigating sparse techniques, together with an entire description in their transform-domain statistics. the ultimate half develops useful signal-processing algorithms which are according to those types, with distinct emphasis on biomedical photo reconstruction. this can be an excellent reference for graduate scholars and researchers with an curiosity in signal/image processing, compressed sensing, approximation idea, computing device studying, or statistics.

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