| Polyhedral separability through successive LP A Astorino, M Gaudioso Journal of Optimization theory and applications 112 (2), 265-293, 2002 | 124 | 2002 |
| Nonsmooth optimization techniques for semisupervised classification A Astorino, A Fuduli IEEE Transactions on Pattern Analysis and Machine Intelligence 29 (12), 2135 …, 2007 | 81 | 2007 |
| Melanoma detection by means of multiple instance learning A Astorino, A Fuduli, P Veltri, E Vocaturo Interdisciplinary Sciences: Computational Life Sciences 12 (1), 24-31, 2020 | 66 | 2020 |
| DC models for spherical separation A Astorino, A Fuduli, M Gaudioso Journal of Global Optimization 48, 657-669, 2010 | 51 | 2010 |
| Scaling up support vector machines using nearest neighbor condensation F Angiulli, A Astorino IEEE Transactions on Neural Networks 21 (2), 351-357, 2010 | 49 | 2010 |
| Margin maximization in spherical separation A Astorino, A Fuduli, M Gaudioso Computational Optimization and Applications 53, 301-322, 2012 | 45 | 2012 |
| A Lagrangian relaxation approach for binary multiple instance classification A Astorino, A Fuduli, M Gaudioso IEEE transactions on neural networks and learning systems 30 (9), 2662-2671, 2019 | 43 | 2019 |
| Piecewise-quadratic approximations in convex numerical optimization A Astorino, A Frangioni, M Gaudioso, E Gorgone SIAM Journal on Optimization 21 (4), 1418-1438, 2011 | 43 | 2011 |
| A fixed-center spherical separation algorithm with kernel transformations for classification problems A Astorino, M Gaudioso Computational Management Science 6 (3), 357-372, 2009 | 42 | 2009 |
| Support vector machine polyhedral separability in semisupervised learning A Astorino, A Fuduli Journal of Optimization Theory and Applications 164, 1039-1050, 2015 | 39 | 2015 |
| Ellipsoidal separation for classification problems A Astorino, M Gaudioso Optimization Methods and Software 20 (2-3), 267-276, 2005 | 37 | 2005 |
| The proximal trajectory algorithm in SVM cross validation A Astorino, A Fuduli IEEE transactions on neural networks and learning systems 27 (5), 966-977, 2015 | 33 | 2015 |
| Non-smoothness in classification problems A Astorino, A Fuduli, E Gorgone Optimisation Methods & Software 23 (5), 675-688, 2008 | 32 | 2008 |
| A multiple instance learning algorithm for color images classification A Astorino, A Fuduli, M Gaudioso, E Vocaturo Proceedings of the 22nd International Database Engineering & Applications …, 2018 | 30 | 2018 |
| A DC optimization-based clustering technique for edge detection W Khalaf, A Astorino, P D’Alessandro, M Gaudioso Optimization letters 11 (3), 627-640, 2017 | 30 | 2017 |
| A nonmonotone proximal bundle method with (potentially) continuous step decisions A Astorino, A Frangioni, A Fuduli, E Gorgone SIAM Journal on Optimization 23 (3), 1784-1809, 2013 | 30 | 2013 |
| Data preprocessing in semi-supervised SVM classification A Astorino, E Gorgone, M Gaudioso, D Pallaschke Optimization 60 (1-2), 143-151, 2011 | 30 | 2011 |
| Spherical separation with infinitely far center A Astorino, A Fuduli Soft Computing 24 (23), 17751-17759, 2020 | 29 | 2020 |
| Multiple Instance Learning Algorithm for Medical Image Classification. A Astorino, A Fuduli, M Gaudioso, E Vocaturo SEBD 2400, 1-8, 2019 | 27 | 2019 |
| Malicious URL detection via spherical classification A Astorino, A Chiarello, M Gaudioso, A Piccolo Neural Computing and Applications 28, 699-705, 2017 | 25 | 2017 |
