Emanuele Frandi

Publication Activity (10 Years)

Years Active: 2010-2016
Publications (10 Years): 2

Top Topics

Optimization Methods

Multitask Learning

Top Venues

Optim. Methods Softw.

Int. J. Pattern Recognit. Artif. Intell.

Publications

Emanuele Frandi, Ricardo Ñanculef, Stefano Lodi, Claudio Sartori, Johan A. K. Suykens
Fast and scalable Lasso via stochastic Frank-Wolfe methods with a convergence guarantee. Mach. Learn. 104 (2-3) (2016)
Marcelo Aliquintuy, Emanuele Frandi, Ricardo Ñanculef, Johan A. K. Suykens
Efficient Sparse Approximation of Support Vector Machines Solving a Kernel Lasso. CIARP (2016)
Emanuele Frandi, Ricardo Ñanculef, Johan A. K. Suykens
A PARTAN-Accelerated Frank-Wolfe Algorithm for Large-Scale SVM Classification. CoRR (2015)
Emanuele Frandi, Ricardo Ñanculef, Stefano Lodi, Claudio Sartori, Johan A. K. Suykens
Fast and Scalable Lasso via Stochastic Frank-Wolfe Methods with a Convergence Guarantee. CoRR (2015)
Emanuele Frandi, Alessandra Papini
Improving Direct Search algorithms by multilevel optimization techniques. Optim. Methods Softw. 30 (5) (2015)
Emanuele Frandi, Ricardo Ñanculef, Johan A. K. Suykens
A PARTAN-accelerated Frank-Wolfe algorithm for large-scale SVM classification. IJCNN (2015)
Emanuele Frandi, Alessandra Papini
Coordinate search algorithms in multilevel optimization. Optim. Methods Softw. 29 (5) (2014)
Emanuele Frandi, Ricardo Ñanculef, Johan A. K. Suykens
Complexity Issues and Randomization Strategies in Frank-Wolfe Algorithms for Machine Learning. CoRR (2014)
Ricardo Ñanculef, Emanuele Frandi, Claudio Sartori, Héctor Allende
A novel Frank-Wolfe algorithm. Analysis and applications to large-scale SVM training. Inf. Sci. 285 (2014)
Marco Signoretto, Emanuele Frandi, Zahra Karevan, Johan A. K. Suykens
High level high performance computing for multitask learning of time-varying models. CIBD (2014)
Emanuele Frandi, Ricardo Ñanculef, Maria Grazia Gasparo, Stefano Lodi, Claudio Sartori
Training Support Vector Machines using Frank-Wolfe Optimization Methods. Int. J. Pattern Recognit. Artif. Intell. 27 (3) (2013)
Héctor Allende, Emanuele Frandi, Ricardo Ñanculef, Claudio Sartori
Novel Frank-Wolfe Methods for SVM Learning CoRR (2013)
Emanuele Frandi, Ricardo Ñanculef, Maria Grazia Gasparo, Stefano Lodi, Claudio Sartori
Training Support Vector Machines Using Frank-Wolfe Optimization Methods CoRR (2012)
Emanuele Frandi, Maria Grazia Gasparo, Stefano Lodi, Ricardo Ñanculef, Claudio Sartori
A New Algorithm for Training SVMs Using Approximate Minimal Enclosing Balls. CIARP (2010)