Karim T. Abou-Moustafa

Publication Activity (10 Years)

Years Active: 2004-2023
Publications (10 Years): 9

Top Topics

Top Venues

Pattern Recognit.

Publications

Karim T. Abou-Moustafa
Shrinkage Coefficient Estimation for Regularized Tyler's M-Estimator: A Leave One Out Approach. ITW (2023)
Karim T. Abou-Moustafa, Csaba Szepesvári
An Exponential Efron-Stein Inequality for Lq Stable Learning Rules. CoRR (2019)
Karim T. Abou-Moustafa, Csaba Szepesvári
An Exponential Tail bound for Lq Stable Learning Rules. ALT (2019)
Karim T. Abou-Moustafa, Csaba Szepesvári
An Exponential Tail Bound for the Deleted Estimate. AAAI (2019)
Karim T. Abou-Moustafa, Csaba Szepesvári
An Exponential Tail Bound for Lq Stable Learning Rules. Application to k-Folds Cross-Validation. ISAIM (2018)
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) (2018)
Karim T. Abou-Moustafa, Csaba Szepesvári
An a Priori Exponential Tail Bound for k-Folds Cross-Validation. CoRR (2017)
Karim T. Abou-Moustafa, Fernando De la Torre, Frank P. Ferrie
Pareto models for discriminative multiclass linear dimensionality reduction. Pattern Recognit. 48 (5) (2015)
Karim T. Abou-Moustafa, Dale Schuurmans
Generalization in Unsupervised Learning. ECML/PKDD (1) (2015)
Karim T. Abou-Moustafa, Dale Schuurmans, Frank P. Ferrie
Learning a Metric Space for Neighbourhood Topology Estimation: Application to Manifold Learning. ACML (2013)
Karim T. Abou-Moustafa, Frank P. Ferrie, Dale Schuurmans
Divergence based graph estimation for manifold learning. GlobalSIP (2013)
Karim T. Abou-Moustafa, Frank P. Ferrie
Modified Divergences for Gaussian Densities. SSPR/SPR (2012)
Karim T. Abou-Moustafa, Frank P. Ferrie
A Note on Metric Properties for Some Divergence Measures: The Gaussian Case. ACML (2012)
Karim T. Abou-Moustafa, Mohak Shah, Fernando De la Torre, Frank P. Ferrie
Relaxed Exponential Kernels for Unsupervised Learning. DAGM-Symposium (2011)
Karim T. Abou-Moustafa, Fernando De la Torre, Frank P. Ferrie
Pareto discriminant analysis. CVPR (2010)
Karim T. Abou-Moustafa, Frank P. Ferrie
Fast and regularized local metric for query-based operations. ICPR (2008)
Karim T. Abou-Moustafa, Frank P. Ferrie
Local Metric Learning on Manifolds with Application to Query-Based Operations. SSPR/SPR (2008)
Karim T. Abou-Moustafa, Frank P. Ferrie
Regularized Minimum Volume Ellipsoid Metric for Query-Based Learning. ICMLA (2008)
Karim T. Abou-Moustafa, Frank P. Ferrie
The Minimum Volume Ellipsoid Metric. DAGM-Symposium (2007)
Karim T. Abou-Moustafa, Mohamed Cheriet, Ching Y. Suen
Classification of time-series data using a generative/discriminative hybrid. IWFHR (2004)
Karim T. Abou-Moustafa, Ching Y. Suen, Mohamed Cheriet
A generative-discriminative hybrid for sequential data classification [image classification example]. ICASSP (5) (2004)
Karim T. Abou-Moustafa, Mohamed Cheriet, Ching Y. Suen
On the structure of hidden Markov models. Pattern Recognit. Lett. 25 (8) (2004)