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Ahmed, T., B. N. Oreshkin, and M. J. Coates, "Machine Learning Approaches to Network Anomaly Detection", SysML, Boston, MA, April 2007.  Download: ahmed_SysML07.pdf (187.56 KB)
Ahmed, T., M. J. Coates, and A. Lakhina, Multivariate online anomaly detection using kernel recursive least squares, , Montreal, Department of Electrical and Computer Engineering, McGill University, 07/2006.  Download: ahmed_TechReport06.pdf (213.42 KB)
Ahmed, T., M. J. Coates, and A. Lakhina, "Multivariate online anomaly detection using kernel recursive least squares", IEEE INFOCOM, Anchorage, AK, May 2007.  Download: ahmed_INFOCOM07.pdf (217.44 KB)
Ahmed, T., and M. J. Coates, Flow vector prediction, , Montreal, Department of Electrical and Computer Engineering, McGill University, 09/2005.  Download: ahmed_TechReport05.pdf (393.83 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.
Assran, M., J. Romoff, N. Ballas, J. Pineau, and M. Rabbat, "Gossip-based Actor-Learner Architectures for Deep Reinforcement Learning", Advances in Neural Information Processing System (NeurIPS), 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.
Assran, M., and M. G. Rabbat, "Asynchronous subgradient-push", arXiv preprint arXiv:1803.08950, 2018.
Aysal, T. C., B. N. Oreshkin, and M. J. Coates, "Accelerated Distributed Average Consensus Via Localized Node State Prediction", IEEE Transactions on Signal Processing, vol. 57, pp. 1576, 12/2008, 2009.  Download: 04694103.pdf (530.02 KB)
Aysal, T. C., M. J. Coates, and M. G. Rabbat, "Rates of Convergence for Distributed Average Consensus with Probabilistic Quantization", Allerton Conference on Communication, Control and Computing, Urbana, IL, USA, 09/2007.  Download: aysal_Allerton07.pdf (223.31 KB)
Aysal, T. C., M. J. Coates, and M. G. Rabbat, "Distributed Average Consensus With Dithered Quantization", IEEE Transactions on Signal Processing, vol. 56, issue 10, pp. 4918, 10/2008, 2007.  Download: 04542554.pdf (662.59 KB)
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)
Aysal, T. C., B. N. Oreshkin, and M. J. Coates, Accelerated Distributed Average Consensus Via Localized Node State Prediction, , Montreal, QC, Canada, Department of Electrical and Computer Engineering, McGill University, 10/2007. Abstract  Download: aysal_TechReport07.pdf (196.67 KB)