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
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.
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)
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)
Thouin, F., M. J. Coates, and M. G. Rabbat, "Efficient network-wide probabilistic available bandwidth estimation", ACM SIGMETRICS Workshop on Learning for Networking, SEATTLE, WA, USA, Jun. 2009.  Download: sig_learn_net09_cameraready.pdf (179.31 KB)
Assran, M., and M. G. Rabbat, "An empirical comparison of multi-agent optimization algorithms", 2017 IEEE Global Conference on Signal and Information Processing (GlobalSIP): IEEE, pp. 573–577, 2017.
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)
Coates, M. J., M. G. Rabbat, and R. D. Nowak, "Multiple Source Internet Tomography", IEEE J. Sel. Areas Communication, Special Issue on Sampling the Internet: Techniques and Applications, 12/2006. Abstract  Download: PDF (513.71 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)
Conference Proceedings
Pointurier, Y., M. J. Coates, and M. G. Rabbat, "Active monitoring of all-optical networks", IEEE International Conference on Transparent Optical Networks (ICTON), vol. 1, Athens, Greece, pp. 169 -172, Jun 2008.  Download: pointurier_ICTON08.pdf (71.08 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)
Coates, M. J., Y. Pointurier, and M. G. Rabbat, "COMPRESSED NETWORK MONITORING", IEEE Workshop on Statistical Signal Processing, Madison, WI, USA, 08/2007.  Download: coates_SSP07.pdf (128.8 KB)
Coates, M. J., Y. Pointurier, and M. G. Rabbat, "Compressed network monitoring for IP and all-optical networks", ACM/Usenix Internet Measurement Conference (IMC), San Diego, CA, USA, 10/2007.  Download: coates_IMC07.pdf (2.88 MB)
Pointurier, Y., M. J. Coates, and M. G. Rabbat, "Cross-layer monitoring in transparent optical networks", IEEE/OSA J. Optical Comm. and Networking, 3, vol. 3, pp. 189-198, 03/2011. Abstract
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)
Üstebay, D., M. J. Coates, and M. G. Rabbat, "Distributed auxiliary particle filters using selective gossip", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Prague, Czech Republic, pp. 3296 - 3299, May 2011. Abstract
Aysal, T. C., M. J. Coates, and M. G. Rabbat, "DISTRIBUTED AVERAGE CONSENSUS USING PROBABILISTIC QUANTIZATION", IEEE Workshop on Statistical Signal Processing, Madison, WI, USA, 08/2007.  Download: aysal_SSP07.pdf (133.83 KB)