1: Introduction 2: Generic Methods 3: Proximal Methods 4: (Block) Coordinate Descent Algorithms 5: Reweighted-?2 Algorithms 6: Working-Set and Homotopy Methods 7: Sparsity and Nonconvex Optimization 8: Quantitative Evaluation 9: Extensions 10: Conclusions. Acknowledgements. References

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