| A note on metric properties for some divergence measures: The Gaussian case KT Abou-Moustafa, FP Ferrie Asian Conference on Machine Learning, 1-15, 2012 | 71 | 2012 |
| On the structure of hidden Markov models KT Abou-Moustafa, M Cheriet, CY Suen Pattern Recognition Letters 25 (8), 923-931, 2004 | 47 | 2004 |
| Pareto discriminant analysis KT Abou-Moustafa, F De La Torre, FP Ferrie 2010 IEEE Computer Society Conference on Computer Vision and Pattern …, 2010 | 27 | 2010 |
| Designing a metric for the difference between Gaussian densities KT Abou–Moustafa, F De La Torre, FP Ferrie Brain, Body and Machine: Proceedings of an International Symposium on the …, 2010 | 26 | 2010 |
| Classification of time-series data using a generative/discriminative hybrid KT Abou-Moustafa, M Cheriet, CY Suen Ninth International Workshop on Frontiers in Handwriting Recognition, 51-56, 2004 | 25 | 2004 |
| An Exponential Efron-Stein Inequality for Stable Learning Rules K Abou-Moustafa, C Szepesvári Algorithmic Learning Theory, 31-63, 2019 | 17 | 2019 |
| Pareto models for discriminative multiclass linear dimensionality reduction KT Abou-Moustafa, F De La Torre, FP Ferrie Pattern Recognition 48 (5), 1863-1877, 2015 | 16 | 2015 |
| A generative-discriminative hybrid for sequential data classification [image classification example] KT Abou-Moustafa, CY Suen, M Cheriet 2004 IEEE International Conference on Acoustics, Speech, and Signal …, 2004 | 15 | 2004 |
| The minimum volume ellipsoid metric KT Abou-Moustafa, FP Ferrie Joint Pattern Recognition Symposium, 335-344, 2007 | 13 | 2007 |
| Relaxed exponential kernels for unsupervised learning K Abou-Moustafa, M Shah, F De La Torre, F Ferrie Joint Pattern Recognition Symposium, 184-195, 2011 | 10 | 2011 |
| On derivatives of eigenvalues and eigenvectors of the generalized eigenvalue problem KT Abou-Moustafa Montreal, QC, Canada, MTR No. TR–CIM–10–09, 2010 | 10 | 2010 |
| Learning a metric space for neighbourhood topology estimation: Application to manifold learning K Abou-Moustafa, D Schuurmans, F Ferrie Asian Conference on Machine Learning, 341-356, 2013 | 7 | 2013 |
| Generalization in unsupervised learning KT Abou-Moustafa, D Schuurmans Joint European Conference on Machine Learning and Knowledge Discovery in …, 2015 | 6 | 2015 |
| An a priori exponential tail bound for k-folds cross-validation K Abou-Moustafa, C Szepesvári arXiv preprint arXiv:1706.05801, 2017 | 5 | 2017 |
| Modified divergences for Gaussian densities KT Abou–Moustafa, FP Ferrie Structural, Syntactic, and Statistical Pattern Recognition: Joint IAPR …, 2012 | 5 | 2012 |
| Local generalized quadratic distance metrics: application to the k-nearest neighbors classifier K Abou-Moustafa, FP Ferrie Advances in Data Analysis and Classification 12 (2), 341-363, 2018 | 4 | 2018 |
| An Exponential Tail Bound for Lq Stable Learning Rules. Application to k-Folds Cross-Validation. KT Abou-Moustafa, C Szepesvári ISAIM, 2018 | 4 | 2018 |
| What Is the Distance Between Objects in a Data Set?: A Brief Review of Distance and Similarity Measures for Data Analysis K Abou-Moustafa IEEE pulse 7 (2), 41-47, 2016 | 4 | 2016 |
| A framework for hypothesis learning over sets of vectors K Abou-Moustafa, F Ferrie Proc. of 9th SIGKDD Workshop on Mining and Learning with Graphs, 335-344, 2011 | 4 | 2011 |
| Regularized minimum volume ellipsoid metric for query-based learning K Abou-Moustafa, FP Ferrie 2008 Seventh International Conference on Machine Learning and Applications …, 2008 | 3 | 2008 |
