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Books in English > Mathematics & Science > Physics > Classical mechanics > Wave mechanics (vibration & acoustics) > Complex Valued Nonlinear Adaptive Filters - Noncircularity, Widely Linear and Neural Models

Complex Valued Nonlinear Adaptive Filters - Noncircularity, Widely Linear and Neural Models

Name: Complex Valued Nonlinear Adaptive Filters - Noncircularity, Widely Linear and Neural Models
Brand: John Wiley & Sons Inc
SKU: 04081208
Price: 151.39 EUR
Availability: InStock
Author: Mandic
ISBN: 9780470066355

Mandic

Language

English

Book Hardback

Libristo code: 04081208

Publishers John Wiley & Sons Inc, April 2009

This book was written in response to the growing demand for a text that provides a unified treatment... Full description

Libristo code: 04081208

371 b

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This book was written in response to the growing demand for a text that provides a unified treatment of linear and nonlinear complex valued adaptive filters, and methods for the processing of general complex signals (circular and noncircular). It brings together adaptive filtering algorithms for feedforward (transversal) and feedback architectures and the recent developments in the statistics of complex variable, under the powerful frameworks of CR (Wirtinger) calculus and augmented complex statistics. This offers a number of theoretical performance gains, which is illustrated on both stochastic gradient algorithms, such as the augmented complex least mean square (ACLMS), and those based on Kalman filters. This work is supported by a number of simulations using synthetic and real world data, including the noncircular and intermittent radar and wind signals.