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Michael G. Rabbat
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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2014
Nannuru, S.
,
M. J. Coates
, and
M. G. Rabbat
,
General multisensor CPHD filter
,
: McGill University, Sept. 2014.
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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.
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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.
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Yao, Z.
,
V. Gripon
, and
M. G. Rabbat
,
Combating Corrupt Messages in Clustered Sparse Associative Memories
,
, 2014.
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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.
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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.
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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.
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Yao, Z.
,
V. Gripon
, and
M. G. Rabbat
,
A Massively Parallel Associative Memory Based on Sparse Neural Networks
,
, 2013.
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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acc2012_main.pdf
(452.39 KB)
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