Publications

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2011
Thouin, F., S. Nannuru, and M. J. Coates, "Multi-target Tracking for Measurement Models with Additive Contributions", International Conference on Information Fusion, Chicago, Illinois, July 2011.  Download: Thouin_FUSION2011.pdf (337.55 KB)
Thouin, F., S. Nannuru, and M. J. Coates, "Multi-target Tracking for Measurement Models with Additive Contributions, Revised version", International Conference on Information Fusion, Chicago, Illinois, July 2011.  Download: Thouin_FUSION2011_Revised.pdf (321.27 KB); fusion2011_revised.pdf (321.27 KB)
2012
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)
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., 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., 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)
Tabatabaei, S. S., M. J. Coates, and M. G. Rabbat, "GANC: Greedy agglomerative normalized cut", Pattern Recognition, vol. 45, issue 2, pp. 12, Februrary 2012.  Download: GANC.pdf (553.87 KB); ganc_v1.0.zip (186.74 KB)
2013
Tsianos, K. I., S. F. Lawlor, J. Y. Yu, and M. G. Rabbat, "Networked optimization with adaptive communication", IEEE Global Conference on Signal and Information Processing, Austin, TX, USA, 02/2014, 2013.  Download: Networked optimization with adaptive communication.pdf (274.67 KB)
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)