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Information Loss in Deterministic Signal Processing Systems
Language
English
English
Book
Hardback
This book introduces readers to essential tools for the measurement and analysis of information loss...
Full description
Libristo code: 16250213
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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 engineer's 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 theory-data processing inequality-states 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.
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About the book
Full name
Information Loss in Deterministic Signal Processing Systems
Author
Bernhard C. Geiger, Gernot Kubin
Language
English
English
Binding
Book - Hardback
Date of issue
2017
Number of pages
145
EAN
9783319595320
ISBN
3319595326
Libristo code
16250213
Publishers
Springer International Publishing AG
Weight
3672
Dimensions
155 x 235 x 15
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