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2019
Assran, M., N. Loizou, N. Ballas, and M. G. Rabbat, "Stochastic gradient push for distributed deep learning", International Conference on Machine Learning (ICML), 2019.
2018
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)
2017
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)
2016
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)
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)
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
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
Nannuru, S., M. J. Coates, and M. G. Rabbat, General multisensor CPHD filter, : McGill University, Sept. 2014.  Download: multisensor_report.pdf (389.71 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)
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.
Yao, Z., V. Gripon, and M. G. Rabbat, Combating Corrupt Messages in Clustered Sparse Associative Memories, , 2014.
2013
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)
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)
Yao, Z., V. Gripon, and M. G. Rabbat, Improving Sparse Associative Memories by Escaping from Bogus Fixed Points, , 2013.
Yao, Z., V. Gripon, and M. G. Rabbat, A Massively Parallel Associative Memory Based on Sparse Neural Networks, , 2013.
2012
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
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)
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
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)
Tsianos, K. I., and M. G. Rabbat, "Distributed Dual Averaging for Convex Optimization under Communication Delays", American Control Conference, Montreal, QC, 06/2012. Abstract  Download: acc2012_main.pdf (452.39 KB)