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This manuscripts contains the proofs for "A Primal-Dual Message-Passing Algorithm for Approximated Large Scale Structured Prediction".
Convex analysis
R.T. Rockafellar · 1970
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Relaxation methods for problems with strictly convex separable costs and linear constraints
P. Tseng and D.P. Bertsekas · 1987
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Convex Analysis and Optimization
D. P. Bertsekas, A. Nedić, and A. E. Ozdaglar · 2003
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Graphical models, exponential families, and variational inference
M.J. Wainwright and M.I. Jordan · 2008
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