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Information Loss in Deterministic Signal Processing Systems
Jazyk
Angličtina
Angličtina
Kniha
Pevná
This book introduces readers to essential tools for the measurement and analysis of information loss...
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Libristo kód: 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.
Informace o knize
Plný název
Information Loss in Deterministic Signal Processing Systems
Autor
Bernhard C. Geiger, Gernot Kubin
Jazyk
Angličtina
Angličtina
Vazba
Kniha - Pevná
Datum vydání
2017
Počet stran
145
EAN
9783319595320
ISBN
3319595326
Libristo kód
16250213
Nakladatelství
Springer International Publishing AG
Váha
3672
Rozměry
155 x 235 x 15
