Titlebook: Low-overhead Communications in IoT Networks; Structured Signal Pr Yuanming Shi,Jialin Dong,Jun Zhang Book 2020 Springer Nature Singapore Pt

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Introduction,ey techniques for low-overhead communications: grant-free random access, pilot-free communications, and identification-free communications. Then different models for structured signal processing to support low-overhead communications are presented, which form the main theme of this monograph. A clas

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Sparse Linear Model,lation for both the cases of single-antenna and multiple-antenna BSs. A convex relaxation approach based on ..-norm minimization is firstly introduced, followed by a smoothed primal-dual first-order algorithm to solve it. The theoretical analysis of the convex relaxation approach based on the conic

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Sparse Blind Demixing,d demixing model for developing methods for joint device activity detection, data decoding, and channel estimation in IoT networks. The signal model is first presented, in the scenario with either a single-antenna or multi-antenna BS. A convex relaxation approach is first introduced as a basic metho

沙發(fā)

Shuffled Linear Regression,formulated as a maximum likelihood estimation (MLE) problem. To solve this MLE problem, two algorithms are presented: one is based on sorting, and the other algorithm returns an approximate solution to the MLE problem. Next, theoretical analysis on the shuffled linear regression based on the algebra

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Learning Augmented Methods,h compressed sensing under a generative prior, which can better capture the underlying signal structure than the traditional sparse prior. We then present learning augmented techniques for the joint design of measurement matrix and sparse support recovery for the sparse linear model (e.g., compresse

Chivalrous

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Sieghard Albert,Manfred Winnewisser,Brenda P. Winnewisser communities and networks also existed, and probably such editorial practices too. The ‘letters of the martyrs’ published by Crespin and Foxe give us a correspondence corpus that reveals the significance of the letter as a way of creating a vicarious faith-community. They reveal how letters cemented

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Keya Ganguly,Sayan Deb Dutta,Dinesh K. Patel,Tejal V. Patil,Rachmi Luthfikasari,Ki-Taek Lim an enhanced vocabulary or language, improving his or her understanding of each patient. In the case of the sleep specialist, a scale can help him to distinguish fatigue from sleepiness in a patient, or elucida978-1-4939-0775-5978-1-4419-9893-4