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2022 | OriginalPaper | Chapter

4. Robust Compressive Sensing

Authors : Guangtao Xue, Yi-Chao Chen, Feng Lyu, Minglu Li

Published in: Robust Network Compressive Sensing

Publisher: Springer International Publishing

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Abstract

In this chapter, we develop LENS decomposition, a novel technique to accurately decompose network data represented in the form of a matrix into a low-rank matrix, a sparse anomaly matrix, an error term, and a small noise matrix.

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previous chapter Limitation of Compressive Sensing
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Literature
1.
2.
3.
S.S. Chen, D.L. Donoho, M.A. Saunders, Atomic decomposition by basis pursuit. SIAM J. Sci. Comput. 20, 33–61 (1998)MathSciNetCrossRef
4.
5.
W. Deng, M.-J. Lai, Z. Peng, W. Yin, Parallel multi-block ADMM with o(1/k) convergence, in UCLA CAM 13–64, 2014
6.
B. George, S. Kim, S. Shekhar, Spatio-temporal network databases and routing algorithms: a summary of results, in Proc. of SSTD (Springer, Berlin, Heidelberg, 2007), pp. 460–477
7.
J. Kowalski, B. Warfield, Modeling traffic demand between nodes in a telecommunications network, in Proc. of ATNAC, 1995
8.
9.
L.F. Lu, Z.-H. Huang, M.A. Ambusaidi, K.-X. Gou, A large-scale network data analysis via sparse and low rank reconstruction, in Discrete Dynamics in Nature and Society, February 2013
10.
11.
S. Rallapalli, L. Qiu, Y. Zhang, Y.-C. Chen, Exploiting temporal stability and low-rank structure for localization in mobile networks, in Proc. of ACM MobiCom, 2010
12.
B. Recht, M. Fazel, P.A. Parrilo, Guaranteed minimum-rank solutions of linear matrix equations via nuclear norm minimization, in SIAM Review, 2007
13.
B. Recht, W. Xu, B. Hassibi, Necessary and sufficient condtions for success of the nuclear norm heuristic for rank minimization, in Proc. of Decision and Control, July 2008
14.
M. Wang, A. Ailamaki, C. Faloutsos, Capturing the spatio-temporal behavior of real traffic data. Perform. Eval. 49(1–4), 147–163 (2002)CrossRef
15.
16.
Y. Zhang, M. Roughan, N. Duffield, A. Greenberg, Fast accurate computation of large-scale IP traffic matrices from link loads, in Proc. ACM SIGMETRICS, June 2003
17.
Y. Zhang, M. Roughan, W. Willinger, L. Qiu, Spatio-temporal compressive sensing and internet traffic matrices. ACM SIGCOMM Comput. Commun. Rev. 39(4), 267 (2009)
Metadata
Title
Robust Compressive Sensing
Authors
Guangtao Xue
Yi-Chao Chen
Feng Lyu
Minglu Li
Copyright Year
2022
Book
Robust Network Compressive Sensing

Print ISBN: 978-3-031-16828-4

Electronic ISBN: 978-3-031-16829-1

Copyright Year: 2022

DOI
https://doi.org/10.1007/978-3-031-16829-1_4

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