A novel frank–wolfe algorithm. analysis and applications to large-scale svm training R Ñanculef, E Frandi, C Sartori, H Allende Information Sciences 285, 66-99, 2014 | 50 | 2014 |
Coordinate search algorithms in multilevel optimization E Frandi, A Papini Optimization Methods and Software 29 (5), 1020-1041, 2014 | 25 | 2014 |
Fast and scalable Lasso via stochastic Frank–Wolfe methods with a convergence guarantee E Frandi, R Ñanculef, S Lodi, C Sartori, JAK Suykens Machine Learning 104, 195-221, 2016 | 18 | 2016 |
Training support vector machines using Frank–Wolfe optimization methods E Frandi, R Nanculef, MG Gasparo, S Lodi, C Sartori International Journal of Pattern Recognition and Artificial Intelligence 27 …, 2013 | 16* | 2013 |
A partan-accelerated frank-wolfe algorithm for large-scale svm classification E Frandi, R Ñanculef, JAK Suykens 2015 International Joint Conference on Neural Networks (IJCNN), 1-8, 2015 | 10 | 2015 |
High level high performance computing for multitask learning of time-varying models M Signoretto, E Frandi, Z Karevan, JAK Suykens 2014 IEEE Symposium on Computational Intelligence in Big Data (CIBD), 1-6, 2014 | 10 | 2014 |
A new algorithm for training SVMs using approximate minimal enclosing balls E Frandi, MG Gasparo, S Lodi, R Ñanculef, C Sartori Progress in Pattern Recognition, Image Analysis, Computer Vision, and …, 2010 | 10 | 2010 |
Complexity issues and randomization strategies in Frank-Wolfe algorithms for machine learning E Frandi, R Ñanculef, J Suykens arXiv preprint arXiv:1410.4062, 2014 | 9 | 2014 |
A novel Frank-Wolfe algorithm R Nanuclef, E Frandi, C Sartori, H Allende Analysis and applications to large-scale SVM training. Inf. Sci 285, 66-99, 2014 | 6 | 2014 |
Improving direct search algorithms by multilevel optimization techniques E Frandi, A Papini Optimization Methods and Software 30 (5), 1077-1094, 2015 | 5 | 2015 |
Solution of classification problems via computational geometry methods E Frandi, MG Gasparo, R Ñanculef, A Papini Recent Advances in Nonlinear Optimization and Equilibrium Problems: a …, 2012 | 3 | 2012 |
Efficient sparse approximation of support vector machines solving a Kernel Lasso M Aliquintuy, E Frandi, R Ñanculef, JAK Suykens Progress in Pattern Recognition, Image Analysis, Computer Vision, and …, 2017 | 2 | 2017 |
Pairwise away steps for the Frank-Wolfe algorithm H Allende, E Frandi, R Ñanculef, C Sartori Proc. Conf. Adv. Neural Inf. Process. Syst.(NIPS), 1-5, 2013 | 2 | 2013 |
Fast and Scalable Stochastic Frank-Wolfe Methods for Lasso E Frandi, R Ñanculef, S Lodi, C Sartori, JAK Suykens | | |