Information Loss in Deterministic Signal Processing Systems (Paperback)

Bernhard C. Geiger

ISBN 10: 3319866451 / ISBN 13: 9783319866451

Edité par Springer International Publishing AG, Cham, 2018

Paperback. This book introduces readers to essential tools for the measurement and analysis of information loss in signal processing systems. Employing a new information-theoretic systems theory, the book analyzes various systems in the signal processing engineers toolbox: polynomials, quantizers, rectifiers, linear filters with and without quantization effects, principal components analysis, multirate systems, etc. The user benefit of signal processing is further highlighted with the concept of relevant information loss. Signal or data processing operates on the physical representation of information so that users can easily access and extract that information. However, a fundamental theorem in information theorydata processing inequalitystates that deterministic processing always involves information loss. These measures form the basis of a new information-theoretic systems theory, which complements the currently prevailing approaches based on second-order statistics, such as the mean-squared error or error energy. This theory not only provides a deeper understanding but also extends the design space for the applied engineer with a wide range of methods rooted in information theory, adding to existing methods based on energy or quadratic representations. This book introduces readers to essential tools for the measurement and analysis of information loss in signal processing systems. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. N° de réf. du vendeur 9783319866451

Synopsis :

Presents a definition of information loss for signal processing systems which is the basis of an information-theoretic systems theory
Analyzes various systems in the signal processing engineer's toolbox: polynomials, quantizers, rectifiers, linear filters with and without quantization effects, principal components analysis, multirate systems, etc.
Highlights differences and similarities between design principles based on information-theoretic quantities and those based on energetic measures, such as the mean-squared error

Détails bibliographiques

Titre : Information Loss in Deterministic Signal ...
Éditeur : Springer International Publishing AG, Cham
Date d'édition : 2018
Reliure : Paperback
Etat : new