Publications

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Submitted
In Press
Nannuru, S., B. Stephane, M. J. Coates, and M. G. Rabbat, "Multisensor CPHD filter", IEEE Transactions on Aerospace and Electronic Systems, In Press.  Download: NannuruTAES2016.pdf (1.12 MB)
2016
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., 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)
√ústebay, 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
2015
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.
2014
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)
Yao, Z., V. Gripon, and M. G. Rabbat, "A GPU-based Associative Memory using Sparse Neural Networks", High Performance Computing & Simulation (HPCS), 2014 International Conference on, Blogna, Italy, IEEE, pp. 688 - 692, 07/2014.
2013
2012
√ústebay, 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
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)
√ústebay, 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
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)
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)
Yao, Z., P. Mark, and M. G. Rabbat, "Anomaly Detection using Proximity Graph and PageRank Algorithm", IEEE Transactions on Information Forensics and Security, vol. 7, issue 4, 08/2012. Abstract  Download: yao2012pagerank.pdf (1.19 MB)
2011