Distributed Sparse Linear Regression

作者: Gonzalo Mateos , Juan Andrés Bazerque , Georgios B. Giannakis

DOI: 10.1109/TSP.2010.2055862

关键词:

摘要: … amenable to distributed implementation via the AD-MoM. This way two distributed algorithms for … convergence but requiring an off-line matrix inversion per agent. Section V deals with a …

参考文章(38)
Robert Tibshirani, Trevor Hastie, Jerome H. Friedman, The Elements of Statistical Learning ,(2001)
Mark Schmidt, Glenn Fung, Rómer Rosales, Fast Optimization Methods for L1 Regularization: A Comparative Study and Two New Approaches european conference on machine learning. pp. 286- 297 ,(2007) , 10.1007/978-3-540-74958-5_28
P. Tseng, Convergence of a Block Coordinate Descent Method for Nondifferentiable Minimization Journal of Optimization Theory and Applications. ,vol. 109, pp. 475- 494 ,(2001) , 10.1023/A:1017501703105
John N. Tsitsiklis, Dimitri P. Bertsekas, Parallel and Distributed Computation: Numerical Methods ,(1989)
M.G. Rabbat, R.D. Nowak, J.A. Bucklew, Generalized consensus computation in networked systems with erasure links international workshop on signal processing advances in wireless communications. pp. 1088- 1092 ,(2005) , 10.1109/SPAWC.2005.1506308
Scott Shaobing Chen, David L. Donoho, Michael A. Saunders, Atomic Decomposition by Basis Pursuit SIAM Journal on Scientific Computing. ,vol. 20, pp. 33- 61 ,(1998) , 10.1137/S1064827596304010
Chris Clifton, Murat Kantarcioglu, Jaideep Vaidya, Xiaodong Lin, Michael Y. Zhu, Tools for privacy preserving distributed data mining Sigkdd Explorations. ,vol. 4, pp. 28- 34 ,(2002) , 10.1145/772862.772867
Hui Zou, The adaptive lasso and its oracle properties Journal of the American Statistical Association. ,vol. 101, pp. 1418- 1429 ,(2006) , 10.1198/016214506000000735
Angelia Nedic, Asuman Ozdaglar, Distributed Subgradient Methods for Multi-Agent Optimization IEEE Transactions on Automatic Control. ,vol. 54, pp. 48- 61 ,(2009) , 10.1109/TAC.2008.2009515
Daniel Gabay, Bertrand Mercier, A dual algorithm for the solution of nonlinear variational problems via finite element approximation Computers & Mathematics with Applications. ,vol. 2, pp. 17- 40 ,(1976) , 10.1016/0898-1221(76)90003-1