Citation: | FENG Hui, TANG Xianding, YANG Tao, et al., “Split Method of Multipliers and Its Application to Parallel and Distributed Logistic Regression,” Chinese Journal of Electronics, vol. 23, no. 2, pp. 305-310, 2014, |
Y. Eldar, T. Davidson, A. B. Gershman, et al., "Special issue on convex optimization method for signal processing", IEEE J. Sel. Topics Signal Process., Vol.1, No.4, 2007.
|
Y. Eldar, Z.-Q. Luo, W.-K. Ma, et al., "Special section on convex optimization in signal Processing", IEEE Singal Process. Mag., Vol.27, No.3, 2006.
|
I. Schizas, A. Ribeiro, and G. Giannakis, "Consensus in Ad Hoc WSNs with noisy links-part I: Distributed estimation of deterministic signals, IEEE Trans. Signal Process., Vol.56, pp.350-364, 2008.
|
I. Schizas, G. Giannakis, S. Roumeliotis, et al., "Consensus in Ad Hoc WSNs with noisy links-part II: Distributed estimation and smoothing of random signals, IEEE Trans. Signal Process., Vol.56, pp.1650-1666, 2008.
|
D. P. Bertsekas, Nonlinear Programming, Belmont, Mass. U.S.A., Athena Scientific, 1999.
|
D. P. Bertsekas, "Multiplier methods: A survey, Automatica, Vol.12, No.2, pp.133-145, 1976.
|
D. G. Luenberger and Y. Ye, Linear and nonlinear programming, Springer, 2008.
|
W. Yin, S. Osher, D. Goldfarb, and J. Darbon, "Bregman iterative algorithms for l1-minimization with applications to compressed sensing, SIAM J. Imaging Sci., Vol.1, No.1, pp.143-168, 2008.
|
D. P. Bertsekas and J. N. Tsitsiklis, Parallel and distributed Computation: Numerical Methods, ch.3.4, New Jersey, Printice-Hall, 1989.
|
S. Boyd, N. Parikh, E. Chu, et al. Distributed Optimization and Statistical Learning Via the Alternating Direction Method of Multipliers (Foundations and Trend), Now Publishers Inc, 2011.
|
G. Mateos, I. Schizas, and G. Giannakis, "Distributed recursive least-squares for consensus-based in-network adaptive estimation, IEEE Trans. Signal Process., Vol.57, pp.4583-4588, 2009.
|
I. Schizas, G. Mateos, and G. Giannakis, "Distributed LMS for consensus-based in-network adaptive processing, IEEE Trans. Signal Process., Vol.57, pp.2365-2382, 2009.
|
P. A. Forero, A. Cano, G. B. Giannakis, "Consensus-based distributed support vector machines, J. Machine Learning Research, Vol.11 pp.1663-1707, 2010.
|
G. Mateos, J. A. Bazerque, and G. B. Giannakis, "Distributed sparse linear regression, IEEE trans. Signal Process., Vol.58, No.10, pp.5262-5276, 2010.
|
J. A. Bazerque, G. Mateos, and G. B. Giannakis, "Group-lasso on splines for spectrum cartography, IEEE trans. Signal Process., Vol.59, No.10, pp.4648-4663, 2011.
|
J. F. C. Mota, J. Xavier, P. M. Q. Aguiar, and M. Puschel, "Distributed basis pursuit, IEEE trans. Signal Process., Vol.60, No.4, pp.1942-1956, 2012.
|
T. Erseghe, D. Zennaro, E. Dall Anese, L. Vangelista, "Fast consensus by the alternating direction multipliers method, IEEE trans. Signal Process., Vol.59, No.11, pp.5523-5537, 2011.
|
M. Jordan, J. Kleinberg, B. Scholkopf, Pattern Recognition and Machine Learning, Springer, 2006.
|