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cs.LG2014★ 3 cited
Statistical Structure Learning, Towards a Robust Smart Grid
Hanie Sedghi, Edmond Jonckheere
Robust control and maintenance of the grid relies on accurate data. Both PMUs and state estimators are prone to false data injection attacks. Thus, it is crucial to have a mechanis…
cs.LG2014
Multi-Step Stochastic ADMM in High Dimensions: Applications to Sparse Optimization and Noisy Matrix Decomposition
Hanie Sedghi, Anima Anandkumar, Edmond Jonckheere
We propose an efficient ADMM method with guarantees for high-dimensional problems. We provide explicit bounds for the sparse optimization problem and the noisy matrix decomposition…