3 papers · 1 filter
Multi-layer local optima networks for the analysis of advanced local search-based algorithms
Marcella Scoczynski Ribeiro Martins, Mohamed El Yafrani, Myriam R. B. S. Delgado +1
A Local Optima Network (LON) is a graph model that compresses the fitness landscape of a particular combinatorial optimization problem based on a specific neighborhood operator and…
Fitness Landscape Analysis of Dimensionally-Aware Genetic Programming Featuring Feynman Equations
Marko Durasevic, Domagoj Jakobovic, Marcella Scoczynski Ribeiro Martins +2
Genetic programming is an often-used technique for symbolic regression: finding symbolic expressions that match data from an unknown function. To make the symbolic regression more…
MATE: A Model-based Algorithm Tuning Engine
Mohamed El Yafrani, Marcella Scoczynski Ribeiro Martins, Inkyung Sung +3
In this paper, we introduce a Model-based Algorithm Turning Engine, namely MATE, where the parameters of an algorithm are represented as expressions of the features of a target opt…