Alternating Direction Method of Multipliers ADMM

ADMM convergence

ADMM scaled form

Connection to prox operators

Example: Lasso regression

Practical issues

Example: Sparse Subspace estimation

Example: Low Rank + Sparse Decomposition

Faster Convergence?

References