Publications

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Lawlor, S., "Detecting Convoys in Networks of Short-Range Sensors", Electrical and Computer Engineering, vol. Master of Engineering, Montreal, Quebec, McGill University, pp. 73, 08/2013.  Download: SeanLawlor_Masters_Thesis.pdf (937.89 KB)
Lawlor, S., and M. G. Rabbat, "Estimation of Time-Varying Mixture Models: An Application to Traffic Estimation", 2016 Workshop on Statistical Signal Processing (SSP), Palma de Mallorca, Spain, 06/2016.  Download: 2016AutomaticKmeans_cnfr.pdf (212.71 KB)
Lawlor, S., and M. G. Rabbat, "Detecting Convoys in Networks of Short-Range Sensors", 2014 Asilomar Conference on Signals, Systems and Computers, Pacific Grove, California, 11/2014.  Download: 2014_SeanLawlor_Asilomar.pdf (1.69 MB)
Lawlor, S., T. Sider, N. Eluru, M. Hatzopoulou, and M. G. Rabbat, "Detecting Convoys Using License Plate Recognition Data", Transactions on Signal and Information Processing over Networks, 04/2016.  Download: 2015_JOURNAL_SKELETON.pdf (7.32 MB)
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Nannuru, S., M. J. Coates, M. G. Rabbat, and B. Stephane, "General solution and approximate implementation of the multisensor multitarget CPHD filter", IEEE Int. Conf. Acoustics Speech and Sig. Proc. (ICASSP), Brisbane, Australia, April 2015.
Nannuru, S., B. Stephane, M. J. Coates, and M. G. Rabbat, "Multisensor CPHD filter", IEEE Transactions on Aerospace and Electronic Systems, vol. 52, issue 4, pp. 1834-1854, 10/2016.  Download: NannuruTAES2016.pdf (1.12 MB)
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Saucan, A. - A., M. J. Coates, and M. G. Rabbat, "A multi-sensor multi-Bernoulli filter", IEEE Trans. Signal Processing, vol. 65, issue 20, pp. 5495-5509, 10/2017.  Download: MATLAB_MS_MeMBer_web_release.zip (352.44 KB); ms_member_final.pdf (587.56 KB)
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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)
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., 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, "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)
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, "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)
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Üstebay, D., R. Castro, M. J. Coates, and M. G. Rabbat, "Distributed approximation and tracking using selective gossip", Filtering from Undersampled Data with an Introduction to Compressed Sensing: Springer-Verlag, pp. 325-355, 2016. Abstract
Üstebay, D., and M. G. Rabbat, "Efficiently Reaching Consensus on the Largest Entries of a Vector", 51st IEEE Conference on Decision and Control (CDC), Maui, Hawaii, Dec. 2012. Abstract
Üstebay, D., and M. G. Rabbat, "Top-k selective gossip", IEEE 13th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC), Cesme, June 2012. Abstract
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