Discretization-based feature selection as a bilevel optimization problem

R Said, M Elarbi, S Bechikh… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Discretization-based feature selection (DBFS) approaches have shown interesting results
when using several metaheuristic algorithms, such as particle swarm optimization (PSO),
genetic algorithm (GA), ant colony optimization (ACO), etc. However, these methods share
the same shortcoming which consists in encoding the problem solution as a sequence of cut-
points. From this cut-points vector, the decision of deleting or selecting any feature is
induced. Indeed, the number of generated cut-points varies from one feature to another …

Discretization-Based Feature Selection as a Bilevel Optimization Problem

S Rihab, E Maha, S Bechikh, CA Coello, LB Said - 2023 - bird.bcamath.org
Discretization-based feature selection (DBFS) approaches have shown interesting results
when using several metaheuristic algorithms, such as particle swarm optimization (PSO),
genetic algorithm (GA), ant colony optimization (ACO), etc. However, these methods share
the same shortcoming which consists in encoding the problem solution as a sequence of cut-
points. From this cut-points vector, the decision of deleting or selecting any feature is
induced. Indeed, the number of generated cut-points varies from one feature to another …
以上显示的是最相近的搜索结果。 查看全部搜索结果