By João Marcos Travassos Romano,Romis Attux,Charles Casimiro Cavalcante,Ricardo Suyama
Unsupervised sign Processing: Channel Equalization and resource Separation presents a unified, systematic, and artificial presentation of the idea of unsupervised sign processing. continually keeping the point of interest on a sign processing-oriented strategy, this booklet describes how the topic has advanced and assumed a much broader scope that covers a number of subject matters, from well-established blind equalization and resource separation how you can novel ways in keeping with desktop studying and bio-inspired algorithms.
From the principles of statistical and adaptive sign processing, the authors discover and problematic on rising instruments, comparable to laptop learning-based ideas and bio-inspired tools. With a clean tackle this fascinating zone of analysis, this book:
- Provides a superb heritage at the statistical characterization of indications and platforms and on linear filtering thought
- Emphasizes the hyperlink among supervised and unsupervised processing from the viewpoint of linear prediction and limited filtering theory
- Addresses key matters pertaining to equilibrium recommendations and equivalence relationships within the context of unsupervised equalization criteria
- Provides a scientific presentation of resource separation and autonomous part analysis
- Discusses a few instigating connections among the filtering challenge and computational intelligence approaches.
Building on greater than a decade of the authors’ paintings at DSPCom laboratory, this booklet applies a clean conceptual remedy and mathematical formalism to special current themes. the result's might be the 1st unified presentation of unsupervised sign processing techniques—one that addresses components together with electronic filters, adaptive equipment, and statistical sign processing. With its amazing synthesis of the sphere, this ebook offers a brand new imaginative and prescient to stimulate development and give a contribution to the arrival of extra invaluable, effective, and pleasant clever systems.
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Additional info for Unsupervised Signal Processing: Channel Equalization and Source Separation
Unsupervised Signal Processing: Channel Equalization and Source Separation by João Marcos Travassos Romano,Romis Attux,Charles Casimiro Cavalcante,Ricardo Suyama