Karim T. Abou-Moustafa, Ph.D.

Affiliations: 
2012 Department of Electrical and Computer Engineering McGill University, Montreal, QC, Canada 
Area:
Artificial Intelligence, Computer Science, Applied Mechanics
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"Karim Abou-Moustafa"

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Frank P. Ferrie grad student 2012 McGill
 (Metric Learning Revisited New Approaches for Supervised and Unsupervised Metric Learning with Analysis and Algorithms.)
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Publications

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Abou-Moustafa KT, De La Torre F, Ferrie FP. (2015) Pareto models for discriminative multiclass linear dimensionality reduction Pattern Recognition. 48: 1863-1877
Abou-Moustafa KT, Ferrie F, Schuurmans D. (2013) Divergence based graph estimation for manifold learning 2013 Ieee Global Conference On Signal and Information Processing, Globalsip 2013 - Proceedings. 447-450
Abou-Moustafa KT, Schuurmans D, Ferrie F. (2013) Learning a metric space for neighbourhood topology estimation: Application to manifold learning Journal of Machine Learning Research. 29: 341-356
Abou-Moustafa KT, Ferrie FP. (2012) Modified divergences for gaussian densities Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 7626: 426-436
Abou-Moustafa KT, Ferrie FP. (2012) A note on metric properties for some divergence measures: The Gaussian case Journal of Machine Learning Research. 25: 1-15
Abou-Moustafa KT, De La Torre F, Ferrie FP. (2010) Pareto discriminant analysis Proceedings of the Ieee Computer Society Conference On Computer Vision and Pattern Recognition. 3602-3609
Abou-Moustafa KT, De La Torre F, Ferrie FP. (2010) Designing a metric for the difference between Gaussian densities Advances in Intelligent and Soft Computing. 83: 57-70
Abou-Moustafa KT, Ferrie FP. (2007) The minimum volume ellipsoid metric Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 4713: 335-344
Abou-Moustafa KT, Cheriet M, Suen CY. (2004) Classification of Time-Series data using a generative/discriminative hybrid Proceedings - International Workshop On Frontiers in Handwriting Recognition, Iwfhr. 51-56
Abou-Moustafa KT, Cheriet M, Suen CY. (2004) On the structure of hidden Markov models Pattern Recognition Letters. 25: 923-931
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