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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), 2013Summary 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
2013In 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, 2008Ian C. Atkinson, Farzad Kamalabadi
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Fast Band-Limited Sparse Signal Reconstruction Algorithms for Big Data Processing
IEEE Sensors Journal, 2023Jian Wang, Zhang Xudong, Longhui Wang
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Some methods of digital processing of sparse signals
RadioengineeringWhen 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, 2013Wen Hong +2 more
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A Discretization-Free Sparse and Parametric Approach for Linear Array Signal Processing
IEEE Transactions on Signal Processing, 2014Lihua Xie, Zai Yang
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Sparse Representation for Brain Signal Processing: A tutorial on methods and applications
IEEE Signal Processing Magazine, 2014Shun-Ichi Amari +2 more
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The Robust Sparse Fourier Transform (RSFT) and Its Application in Radar Signal Processing
IEEE Transactions on Aerospace and Electronic Systems, 2017Athina Petropulu +2 more
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