SI-ADMM: A stochastic inexact ADMM framework for resolving structured stochastic convex programs
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[1] Arindam Banerjee,et al. Online Alternating Direction Method (longer version) , 2013, ArXiv.
[2] Hesamoddin Ahmadi. On the Analysis of Data-driven and Distributed Algorithms for Convex Optimization Problems , 2016 .
[3] G. Sapiro,et al. A collaborative framework for 3D alignment and classification of heterogeneous subvolumes in cryo-electron tomography. , 2013, Journal of structural biology.
[4] Stephen P. Boyd,et al. Metric Selection in Douglas-Rachford Splitting and ADMM , 2014 .
[5] Alexander G. Gray,et al. Stochastic Alternating Direction Method of Multipliers , 2013, ICML.
[6] A. Nedić,et al. Regularized Iterative Stochastic Approximation Methods for Variational Inequality Problems , 2011 .
[7] Alexander Shapiro,et al. Lectures on Stochastic Programming: Modeling and Theory , 2009 .
[8] Yi Ma,et al. The Augmented Lagrange Multiplier Method for Exact Recovery of Corrupted Low-Rank Matrices , 2010, Journal of structural biology.
[9] B. Mercier,et al. A dual algorithm for the solution of nonlinear variational problems via finite element approximation , 1976 .
[10] Angelia Nedic,et al. Regularized Iterative Stochastic Approximation Methods for Stochastic Variational Inequality Problems , 2013, IEEE Transactions on Automatic Control.
[11] Alexander Shapiro,et al. Stochastic Approximation approach to Stochastic Programming , 2013 .
[12] Angelia Nedic,et al. On stochastic gradient and subgradient methods with adaptive steplength sequences , 2011, Autom..
[13] H. Robbins. A Stochastic Approximation Method , 1951 .
[14] Jonathan Eckstein. Splitting methods for monotone operators with applications to parallel optimization , 1989 .
[15] O. Nelles,et al. An Introduction to Optimization , 1996, IEEE Antennas and Propagation Magazine.
[16] Wotao Yin,et al. On the Global and Linear Convergence of the Generalized Alternating Direction Method of Multipliers , 2016, J. Sci. Comput..
[17] R. Glowinski,et al. Sur l'approximation, par éléments finis d'ordre un, et la résolution, par pénalisation-dualité d'une classe de problèmes de Dirichlet non linéaires , 1975 .
[18] José M. Bioucas-Dias,et al. Fast Image Recovery Using Variable Splitting and Constrained Optimization , 2009, IEEE Transactions on Image Processing.
[19] Stephen P. Boyd,et al. Distributed Optimization and Statistical Learning via the Alternating Direction Method of Multipliers , 2011, Found. Trends Mach. Learn..
[20] Zhixun Su,et al. Linearized Alternating Direction Method with Adaptive Penalty for Low-Rank Representation , 2011, NIPS.