دانلود کتاب Bayesian signal processing: classical, modern, and particle filtering methods

New Bayesian approach helps you solve tough problems in signal processing with ease. Signal processing is based on this fundamental conceptthe extraction of critical information from noisy, uncertain data. Most techniques rely on underlying Gaussian assumptions for a solution, but what happens when these assumptions are erroneous? Bayesian techniques circumvent this limitation by offering a completely different approach that can easily incorporate non-Gaussian and nonlinear processes along with all of the usual methods currently available. This text enables readers to fully exploit the many a. Read more... Abstract: This book takes the reader from the classical methods of model-based signal processing, to the next generation of processors that will clearly dominate the future of model-based signal processing for years to come. The Bayesian approach is uniformly developed and followed throughout in the algorithms, examples, applications and case studies. Read more...