Network Newton

M. Rabbat and R. Nowak, “Distributed optimization in sensor networks,” proceedings of the 3rd international symposium on Information processing in sensor networks , pp. 20–27, ACM, 2004

2004

Earlier work this paper cites.

I. Schizas, A. Ribeiro, and G. Giannakis, “Consensus in ad hoc wsns with noisy links - part i: Distributed estimation of deterministic signals,” IEEE Transactions on Signal Processing , vol. 56, pp. 350–364, 2008

2008

Earlier work this paper cites.

A. Nedic and A. Ozdaglar, “Distributed subgradient methods for multiagent optimization,” IEEE Transactions on Automatic Control , vol. 54, pp. 48–61, 2009

2009

Earlier work this paper cites.

A. Ribeiro, “Ergodic stochastic optimization algorithms for wireless communication and networking,” IEEE Trans. Signal Process.. , vol. 58, no. 12, pp. 6369–6386, December 2010

2010

Earlier work this paper cites.

S. Boyd, N. Parikh, E. Chu, B. Peleato, and J. Eckstein, “Distributed optimization and statistical learning via the alternating direction method of multipliers,” Foundations and Trends® in Machine Learning , vol. 3, no. 1, pp. 1–122, 2011

2011

Earlier work this paper cites.

——, “Optimal resource allocation in wireless communication and networking,” EURASIP J. Wireless commun. , vol. 2012, no. 272, pp. 3727–3741, August 2012, puta carajo

2012

Cited alongside, same era.

J. Duchi, A. Agarwal, and M. Wainwright, “Dual averaging for distributed optimization: Convergence analysis and network scaling,” IEEE Transactions on Automatic Control , vol. 57, pp. 592–606, 2012

2012

Cited alongside, same era.

K. Yuan, Q. Ling, and W. Yin, “On the convergence of decentralized gradient descent,” arXiv preprint arXiv , 1310.7063, 2013

2013

Cited alongside, same era.

V. Cevher, S. Becker, and M. Schmidt, “Convex optimization for big data: Scalable, randomized, and parallel algorithms for big data analytics,” IEEE Signal Processing Magazine , vol. 31, pp. 32–43, 2014

2014

Cited alongside, same era.

W. Shi, Q. Ling, G. Wu, and W. Yin, “Extra: An exact first-order algorithm for decentralized consensus optimization,” arXiv preprint arXiv , 1404.6264 2014

2014

Closest in time.

Q. Ling and A. Ribeiro, “Decentralized linearized alternating direction method of multipliers,” Proc. Int. Conf. Acoustics Speech Signal Process. , pp. 5447–5451, 2014

2014

Closest in time.

W. Shi, Q. Ling, G. Wu, and W. Yin, “On the linear convergence of the admm in decentralized consensus optimization,” IEEE Transactions on Signal Processing , vol. 62, pp. 1750–1761, 2014

2014

Closest in time.

A. Mokhtari, Q. Ling, and A. Ribeiro, “An approximate newton method for distributed optimization,” 2014, available at http://www.seas.upenn.edu/ ∼ \sim aryanm/wiki/NN-ICASSP.pdf

2014

Closest in time.