activity
20152025
most citedUnboxing Tree Ensembles for interpretability: a hierarchical visualization tool and a multivariate optimal re-built tree

18 citations · 70 across the 18 of their papers we have counts for

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Showing 2022Show all

5 papers · 1 filter

math.OC2022

Convergence of ease-controlled Random Reshuffling gradient Algorithms under Lipschitz smoothness

Ruggiero Seccia, Corrado Coppola, Giampaolo Liuzzi +1

In this work, we consider minimizing the average of a very large number of smooth and possibly non-convex functions, and we focus on two widely used minibatch frameworks to tackle…

math.OC2022★ 12 cited

Margin Optimal Classification Trees

Federico D'Onofrio, Giorgio Grani, Marta Monaci +1

In recent years, there has been growing attention to interpretable machine learning models which can give explanatory insights on their behaviour. Thanks to their interpretability,…

cs.DM2022

Speeding up the solution of the Site and Power Assignment Problem in Wireless Networks

Pasquale Avella, Alice Calamita, Laura Palagi

This paper addresses the optimal design of wireless networks through the site and power assignment problem. Given a set of candidate transmitters, this problem involves choosing op…

math.OC2022★ 3 cited

Solving the vehicle routing problem with deep reinforcement learning

Simone Foa, Corrado Coppola, Giorgio Grani +1

Recently, the applications of the methodologies of Reinforcement Learning (RL) to NP-Hard Combinatorial optimization problems have become a popular topic. This is essentially due t…

cs.LG2022★ 4 cited

AI-based Data Preparation and Data Analytics in Healthcare: The Case of Diabetes

Marianna Maranghi, Aris Anagnostopoulos, Irene Cannistraci +13

The Associazione Medici Diabetologi (AMD) collects and manages one of the largest worldwide-available collections of diabetic patient records, also known as the AMD database. This…