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Sparse stochastic processes: A statistical framework for modern signal processing

2013 20th International Conference on Systems, Signals and Image Processing (IWSSIP), 2013
Summary form only given. We introduce an extended family of sparse processes that are specified by a generic (non-Gaussian) innovation model or, equivalently, as solutions of linear stochastic differential equations driven by white Levy noise. We present the mathematical tools for their characterization.
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Signal Processing for Sparse Discrete Time Systems

2013
In recent years compressive sampling (CS) has appeared in the signal processing literature as a legitimate contender for processing of sparse signals. Natural signals such as speech, image and video are compressible. In most signal processing systems dealing with these signals the signal is first sampled and later on compressed.
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Basis selection for wavelet processing of sparse signals

Signal Processing, 2008
Ian C. Atkinson, Farzad Kamalabadi
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Fast Band-Limited Sparse Signal Reconstruction Algorithms for Big Data Processing

IEEE Sensors Journal, 2023
Jian Wang, Zhang Xudong, Longhui Wang
exaly  

Some methods of digital processing of sparse signals

Radioengineering
When digitizing signals, it is necessary to match the dynamic range of the analog-to-digital converters and the signals being recorded. In practice, there are situations where it is necessary to digitize and transmit signals with different amplitudes, ranging from noise to signals from nearby radio systems, with the same accuracy over communication ...
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Current progress in sparse signal processing applied to radar imaging

Science China Technological Sciences, 2013
Wen Hong   +2 more
exaly  

A Discretization-Free Sparse and Parametric Approach for Linear Array Signal Processing

IEEE Transactions on Signal Processing, 2014
Lihua Xie, Zai Yang
exaly  

Sparse Representation for Brain Signal Processing: A tutorial on methods and applications

IEEE Signal Processing Magazine, 2014
Shun-Ichi Amari   +2 more
exaly  

The Robust Sparse Fourier Transform (RSFT) and Its Application in Radar Signal Processing

IEEE Transactions on Aerospace and Electronic Systems, 2017
Athina Petropulu   +2 more
exaly  

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