18 citations · 70 across the 18 of their papers we have counts for
3 papers · 2 filters
CMA Light: a novel Minibatch Algorithm for large-scale non convex finite sum optimization
Corrado Coppola, Giampaolo Liuzzi, Laura Palagi
The supervised training of a deep neural network on a given dataset consists in the unconstrained minimization of the finite sum of continuously differentiable functions, commonly…
A computational study of off-the-shelf MINLP solvers on a benchmark set of congested capacitated facility location problems
Pasquale Avella, Alice Calamita, Laura Palagi
This paper analyzes the performance of five well-known off-the-shelf optimization solvers on a set of congested capacitated facility location problems formulated as mixed-integer c…
Unboxing Tree Ensembles for interpretability: a hierarchical visualization tool and a multivariate optimal re-built tree
Giulia Di Teodoro, Marta Monaci, Laura Palagi
The interpretability of models has become a crucial issue in Machine Learning because of algorithmic decisions' growing impact on real-world applications. Tree ensemble methods, su…