Publications

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2019
Yu, J. Y., M. J. Coates, and M. G. Rabbat, "Graph-Based Compression for Particle Filters", IEEE Trans. Signal Inf. Process. Netw. , vol. 5, issue 3, 09/2019.  Download: Graph-Based Compression for Distributed Particle Filters.pdf (416.04 KB)
Pal, S., F. Regol, and M. Coates, "Bayesian graph convolutional neural networks using node copying", Proc. Learning and Reasoning with Graph-Structured Representations Workshop, (International Conference on Machine Learning), Long Beach, USA, 06/2019.
Pal, S., F. Regol, and M. Coates, "Bayesian graph convolutional neural networks using non-parametric graph learning", Proc. Representation Learning on Graphs and Manifolds Workshop (Int. Conf. Learning Representations), New Orleans, USA, 05/2019.
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
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)
Yu, J. Y., M. J. Coates, and M. G. Rabbat, "Distributed multi-sensor CPHD filter using pairwise gossiping", IEEE International Conference on Acoustics, Speech and Signal Processing, Shanghai, China, 03/2016.  Download: Distributed multi-sensor CPHD filter using pairwise gossiping.pdf (123.09 KB)
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
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)
Yu, J. Y., D. Ustebay, B. Stephane, M. G. Rabbat, and M. J. Coates, "Distributed underwater acoustic source localization and tracking", Asilomar Conference on Signals, Systems and Computers, Pacific Grove, California, IEEE, 11/2013, 2014.  Download: Distributed underwater acoustic source localization and tracking.pdf (191.94 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.
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)
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)