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Information Loss in Deterministic Signal Processing Systems

Jezik AngleščinaAngleščina
Knjiga Trda
Knjiga Information Loss in Deterministic Signal Processing Systems Bernhard C. Geiger
Koda Libristo: 16250213
Založba Springer International Publishing AG, julij 2017
This book introduces readers to essential tools for the measurement and analysis of information loss... Celoten opis
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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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O knjigi

Polni naslov Information Loss in Deterministic Signal Processing Systems
Avtor Bernhard C. Geiger, Gernot Kubin
Jezik Angleščina
Vezava Knjiga - Trda
Datum izida 2017
Število strani 145
EAN 9783319595320
ISBN 3319595326
Koda Libristo 16250213
Založba Springer International Publishing AG
Teža 3672
Mere 155 x 235 x 15

Kategorije

Reference, Information & Interdisciplinary subjects > Research & information: general > Information theory > Cybernetics & systems theory
Technology, Engineering, Agriculture > Other technologies & applied sciences > Applied optics > Imaging systems & technology
Mathematics & Science > Physics > Statistical physics
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