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ORCIDKarim T. Abou-Moustafa
Person information
- affiliation: University of Alberta, Department of Computing Science, Edmonton, AB, Canada
- affiliation (former): Carnegie Mellon University, Robotics Institute, Pittsburgh, PA, USA
- affiliation (former): McGill University, Artificial Perception Laboratory Centre for Intelligent Machines, Montreal, QC, Canada
- affiliation (former): Concordia University, Department of Computer Science, Montreal, QC, Canada
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2020 – today
- 2023
[c17]Karim T. Abou-Moustafa:
Shrinkage Coefficient Estimation for Regularized Tyler's M-Estimator: A Leave One Out Approach. ITW 2023: 335-340
2010 – 2019
- 2019
- [c16]Karim T. Abou-Moustafa, Csaba Szepesvári:
An Exponential Tail Bound for the Deleted Estimate. AAAI 2019: 3143-3150 - [c15]Karim T. Abou-Moustafa, Csaba Szepesvári:
An Exponential Efron-Stein Inequality for Lq Stable Learning Rules. ALT 2019: 31-63 - [i2]Karim T. Abou-Moustafa, Csaba Szepesvári:
An Exponential Efron-Stein Inequality for Lq Stable Learning Rules. CoRR abs/1903.05457 (2019) - 2018
- [j3]Karim T. Abou-Moustafa
, Frank P. Ferrie:
Local generalized quadratic distance metrics: application to the k-nearest neighbors classifier. Adv. Data Anal. Classif. 12(2): 341-363 (2018) - [c14]Karim T. Abou-Moustafa, Csaba Szepesvári:
An Exponential Tail Bound for Lq Stable Learning Rules. Application to k-Folds Cross-Validation. ISAIM 2018 - 2017
- [i1]Karim T. Abou-Moustafa, Csaba Szepesvári:
An a Priori Exponential Tail Bound for k-Folds Cross-Validation. CoRR abs/1706.05801 (2017) - 2015
- [j2]Karim T. Abou-Moustafa, Fernando De la Torre, Frank P. Ferrie:
Pareto models for discriminative multiclass linear dimensionality reduction. Pattern Recognit. 48(5): 1863-1877 (2015) - [c13]Karim T. Abou-Moustafa, Dale Schuurmans:
Generalization in Unsupervised Learning. ECML/PKDD (1) 2015: 300-317 - 2013
- [c12]Karim T. Abou-Moustafa, Dale Schuurmans, Frank P. Ferrie:
Learning a Metric Space for Neighbourhood Topology Estimation: Application to Manifold Learning. ACML 2013: 341-356 - [c11]Karim T. Abou-Moustafa, Frank P. Ferrie, Dale Schuurmans:
Divergence based graph estimation for manifold learning. GlobalSIP 2013: 447-450 - 2012
- [c10]Karim T. Abou-Moustafa, Frank P. Ferrie:
Modified Divergences for Gaussian Densities. SSPR/SPR 2012: 426-436 - [c9]Karim T. Abou-Moustafa, Frank P. Ferrie:
A Note on Metric Properties for Some Divergence Measures: The Gaussian Case. ACML 2012: 1-15 - 2011
- [c8]Karim T. Abou-Moustafa, Mohak Shah, Fernando De la Torre, Frank P. Ferrie:
Relaxed Exponential Kernels for Unsupervised Learning. DAGM-Symposium 2011: 184-195 - 2010
- [c7]Karim T. Abou-Moustafa, Fernando De la Torre, Frank P. Ferrie:
Pareto discriminant analysis. CVPR 2010: 3602-3609
2000 – 2009
- 2008
- [c6]Karim T. Abou-Moustafa, Frank P. Ferrie:
Regularized Minimum Volume Ellipsoid Metric for Query-Based Learning. ICMLA 2008: 188-193 - [c5]Karim T. Abou-Moustafa, Frank P. Ferrie:
Fast and regularized local metric for query-based operations. ICPR 2008: 1-4 - [c4]Karim T. Abou-Moustafa, Frank P. Ferrie:
Local Metric Learning on Manifolds with Application to Query-Based Operations. SSPR/SPR 2008: 862-873 - 2007
- [c3]Karim T. Abou-Moustafa, Frank P. Ferrie:
The Minimum Volume Ellipsoid Metric. DAGM-Symposium 2007: 335-344 - 2004
- [j1]Karim T. Abou-Moustafa, Mohamed Cheriet, Ching Y. Suen:
On the structure of hidden Markov models. Pattern Recognit. Lett. 25(8): 923-931 (2004) - [c2]Karim T. Abou-Moustafa, Ching Y. Suen, Mohamed Cheriet:
A generative-discriminative hybrid for sequential data classification [image classification example]. ICASSP (5) 2004: 805-808 - [c1]Karim T. Abou-Moustafa, Mohamed Cheriet, Ching Y. Suen:
Classification of time-series data using a generative/discriminative hybrid. IWFHR 2004: 51-56
Coauthor Index
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