Publications

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Conference Paper
Tsianos, K. I., S. Lawlor, and M. G. Rabbat, "Consensus-Based Distributed Optimization: Practical Issues and Applications in Large-Scale Machine Learning", 50th Allerton Conference on Communication, Control, and Computing, Monticello, Illinois, USA, 10/2012. Abstract  Download: allerton2012practical.pdf (349.01 KB)
Conference Proceedings
Tsianos, K. I., S. Lawlor, and M. G. Rabbat, "Communication/Computation Tradeoffs in Consensus-Based Distributed Optimization", Neural Information Processing Systems, Lake Tahoe, NV, USA, 12/2012. Abstract  Download: 1209.1076v1.pdf (437.66 KB)
Tsianos, K. I., and M. G. Rabbat, "Distributed Strongly Convex Optimization", 50th Annual Allerton Conference on Communication, Control and Computing , 10/2012. Abstract  Download: Allerton2012.pdf (380.69 KB)
Tsianos, K. I., and M. G. Rabbat, "Fast Decentralized Averaging via Multi-scale Gossip", IEEE Distributed Computing in Sensor Systems (DCOSS), vol. 6131, Santa Barbara, Springer Berlin / Heidelberg, pp. 320-333, 06/2010. Abstract  Download: dcoss2010.pdf (430.33 KB)
Tsianos, K. I., S. Lawlor, and M. G. Rabbat, "Push-Sum Distributed Dual Averaging for Convex Optimization", IEEE Conference on Decision and Control, Maui, HI, USA, 12/2012.  Download: cdc2012_main.pdf (568.37 KB)
Journal Article
Tsianos, K. I., and M. G. Rabbat, "Multiscale Gossip for Efficient Decentralized Averaging in Wireless Packet Networks", IEEE Transactions on Signal Processing, vol. 61, issue 9, arXiv:1011.2235, 05/2013. Abstract  Download: 1011.2235v1.pdf (948.65 KB)
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