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

By Michael Unser,Pouya D. Tafti

ISBN-10: 1107058546

ISBN-13: 9781107058545

supplying a unique method of sparse stochastic procedures, this finished booklet offers the speculation of stochastic approaches which are governed by way of 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 results in targeted forms of behaviour - Gaussian and sparse - and the structural hyperlink among linear stochastic tactics and spline capabilities, that is exploited to simplify the mathematical research. The center of the e-book is dedicated to investigating sparse methods, together with an entire description in their transform-domain facts. the ultimate half develops functional signal-processing algorithms which are in response to those versions, with designated emphasis on biomedical photograph reconstruction. this is often an awesome 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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An Introduction to Sparse Stochastic Processes by Michael Unser,Pouya D. Tafti

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