Karim T. Abou-Moustafa - researchr alias

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Viewing Publication 1 - 16 from 16

2023

Shrinkage Coefficient Estimation for Regularized Tyler's M-Estimator: A Leave One Out ApproachKarim T. Abou-Moustafa. itw 2023: 335-340 [doi]

2019

An Exponential Tail bound for Lq Stable Learning RulesKarim T. Abou-Moustafa, Csaba Szepesvári. alt 2019: 31-63 [doi]

An Exponential Tail Bound for the Deleted EstimateKarim T. Abou-Moustafa, Csaba Szepesvári. AAAI 2019: 3143-3150 [doi]

2018

Local generalized quadratic distance metrics: application to the k-nearest neighbors classifierKarim T. Abou-Moustafa, Frank P. Ferrie. adac, 12(2):341-363, 2018. [doi]

An Exponential Tail Bound for Lq Stable Learning Rules. Application to k-Folds Cross-ValidationKarim T. Abou-Moustafa, Csaba Szepesvári. isaim 2018: [doi]

2015

Pareto models for discriminative multiclass linear dimensionality reductionKarim T. Abou-Moustafa, Fernando De la Torre, Frank P. Ferrie. PR, 48(5):1863-1877, 2015. [doi]

Generalization in Unsupervised LearningKarim T. Abou-Moustafa, Dale Schuurmans. pkdd 2015: 300-317 [doi]

2013

Learning a Metric Space for Neighbourhood Topology Estimation: Application to Manifold LearningKarim T. Abou-Moustafa, Dale Schuurmans, Frank P. Ferrie. acml 2013: 341-356 [doi]

Divergence based graph estimation for manifold learningKarim T. Abou-Moustafa, Frank P. Ferrie, Dale Schuurmans. globalsip 2013: 447-450 [doi]

2012

A Note on Metric Properties for Some Divergence Measures: The Gaussian CaseKarim T. Abou-Moustafa, Frank P. Ferrie. jmlr, 25:1-15, 2012. [doi]

Modified Divergences for Gaussian DensitiesKarim T. Abou-Moustafa, Frank P. Ferrie. gacm 2012: 426-436 [doi]

2011

Relaxed Exponential Kernels for Unsupervised LearningKarim T. Abou-Moustafa, Mohak Shah, Fernando De la Torre, Frank P. Ferrie. dagm 2011: 184-195 [doi]

2010

Pareto discriminant analysisKarim T. Abou-Moustafa, Fernando De la Torre, Frank P. Ferrie. cvpr 2010: 3602-3609 [doi]

2008

Regularized Minimum Volume Ellipsoid Metric for Query-Based LearningKarim T. Abou-Moustafa, Frank P. Ferrie. icmla 2008: 188-193 [doi]

2007

The Minimum Volume Ellipsoid MetricKarim T. Abou-Moustafa, Frank P. Ferrie. dagm 2007: 335-344 [doi]

2004

A generative-discriminative hybrid for sequential data classification [image classification example]Karim T. Abou-Moustafa, Ching Y. Suen, Mohamed Cheriet. icassp 2004: 805-808 [doi]

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