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math.OC2019★ 4 cited
Distributed Inexact Successive Convex Approximation ADMM: Analysis-Part I
Sandeep Kumar, Ketan Rajawat, Daniel P. Palomar
In this two-part work, we propose an algorithmic framework for solving non-convex problems whose objective function is the sum of a number of smooth component functions plus a conv…
math.OC2016
Asynchronous Optimization Over Heterogeneous Networks via Consensus ADMM
Sandeep Kumar, Rahul Jain, Ketan Rajawat
This paper considers the distributed optimization of a sum of locally observable, non-convex functions. The optimization is performed over a multi-agent networked system, and each…