31 citations · 31 across the 3 of their papers we have counts for
3 papers
math.OC2019★ 31 cited
Learning to Handle Parameter Perturbations in Combinatorial Optimization: an Application to Facility Location
Andrea Lodi, Luca Mossina, Emmanuel Rachelson
We present an approach to couple the resolution of Combinatorial Optimization problems with methods from Machine Learning, applied to the single source, capacitated, facility locat…
cs.NE2019
A Reinforcement Learning Perspective on the Optimal Control of Mutation Probabilities for the (1+1) Evolutionary Algorithm: First Results on the OneMax Problem
Luca Mossina, Emmanuel Rachelson, Daniel Delahaye
We study how Reinforcement Learning can be employed to optimally control parameters in evolutionary algorithms. We control the mutation probability of a (1+1) evolutionary algorith…
cs.LG2017
Naive Bayes Classification for Subset Selection
Luca Mossina, Emmanuel Rachelson
This article focuses on the question of learning how to automatically select a subset of items among a bigger set. We introduce a methodology for the inference of ensembles of disc…