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Titlebook: Compressed Sensing & Sparse Filtering; Avishy Y. Carmi,Lyudmila Mihaylova,Simon J. Godsil Book 2014 Springer-Verlag Berlin Heidelberg 2014

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Distributed Approximation and Tracking Using Selective Gossip,hat distributed particle filters employing selective gossip provide comparable results to the centralized bootstrap particle filter while decreasing the communication overhead compared to using randomized gossip to distribute the filter computations.
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https://doi.org/10.1007/978-3-8349-4273-9of-the-art in nuclear norm optimization algorithms as they relate to applications. We then propose a novel application of the nuclear norm to the linear model recovery problem, as well as a viable algorithm for solution of the recovery problem. Preliminary numerical results presented here motivates further investigation of the proposed idea.
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Nuclear Norm Optimization and Its Application to Observation Model Specification,of-the-art in nuclear norm optimization algorithms as they relate to applications. We then propose a novel application of the nuclear norm to the linear model recovery problem, as well as a viable algorithm for solution of the recovery problem. Preliminary numerical results presented here motivates further investigation of the proposed idea.
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Avishy Y. Carmi,Lyudmila Mihaylova,Simon J. GodsilPresents fundamental concepts, methods and algorithms able to cope with undersampled data.Introduces compressive sampling, called also compressed sensing..Written by well-known experts in the field.In
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