Publications

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Book Chapter
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
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)
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.
Zhang, Y., and M. G. Rabbat, "A GRAPH-CNN FOR 3D POINT CLOUD CLASSIFICATION", IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Calgary, IEEE, 04/2018. Abstract  Download: A GRAPH-CNN FOR 3D POINT CLOUD CLASSIFICATION.pdf (470.2 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)
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)
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)
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
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)
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.
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)
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
Journal Article
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)
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)
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)
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)
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)
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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