000 | a | ||
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999 |
_c33056 _d33056 |
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008 | 240319b xxu||||| |||| 00| 0 eng d | ||
020 | _a9783319595320 | ||
082 |
_a621.3822 _bGEI |
||
100 | _aGeiger, Bernhard C. | ||
245 | _aInformation Loss in Deterministic Signal Processing Systems | ||
260 |
_bSpringer, _c2018 _aCham : |
||
300 |
_axiv, 145 p. ; _bill., (some col.), _c25 cm |
||
365 |
_b99.99 _c€ _d93.50 |
||
490 |
_aUnderstanding Complex Systems, _v1860-0832 |
||
504 | _aIncludes bibliographical references. | ||
520 | _aThis 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{u2019}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{u2014}data processing inequality{u2014}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. Collapse | ||
650 | _aCybernetics and systems theory | ||
650 | _aImaging systems and technology | ||
650 | _aScience Physics | ||
650 | _aSignal processing | ||
650 | _aDigital techniques | ||
650 | _aMathematics | ||
650 | _aStatistical physics | ||
650 | _aEngineering Electronics | ||
700 | _aKubin, Gernot | ||
942 |
_2ddc _cBK |