Landscape-aware performance prediction for evolutionary multiobjective optimization

A Liefooghe, F Daolio, S Verel, B Derbel… - IEEE Transactions …, 2019 - ieeexplore.ieee.org
We expose and contrast the impact of landscape characteristics on the performance of
search heuristics for black-box multiobjective combinatorial optimization problems. A sound …

On the structure of multiobjective combinatorial search space: MNK-landscapes with correlated objectives

S Verel, A Liefooghe, L Jourdan… - European Journal of …, 2013 - Elsevier
The structure of the search space explains the behavior of multiobjective search algorithms,
and helps to design well-performing approaches. In this work, we analyze the properties of …

Landscape features and automated algorithm selection for multi-objective interpolated continuous optimisation problems

A Liefooghe, S Verel, B Lacroix, AC Zăvoianu… - Proceedings of the …, 2021 - dl.acm.org
In this paper, we demonstrate the application of features from landscape analysis, initially
proposed for multi-objective combinatorial optimisation, to a benchmark set of 1 200 …

Problem features versus algorithm performance on rugged multiobjective combinatorial fitness landscapes

F Daolio, A Liefooghe, S Verel, H Aguirre… - Evolutionary …, 2017 - ieeexplore.ieee.org
In this article, we attempt to understand and to contrast the impact of problem features on the
performance of randomized search heuristics for black-box multiobjective combinatorial …

[PDF][PDF] List of references on evolutionary multiobjective optimization

CAC Coello - URL< http://www. lania. mx/~ ccoello/EMOO …, 2010 - delta.cs.cinvestav.mx
List of References on Evolutionary Multiobjective Optimization Page 1 List of References on
Evolutionary Multiobjective Optimization Carlos A. Coello Coello ccoello@cs.cinvestav.mx …

Multi-objective NK landscapes with heterogeneous objectives

R Cosson, R Santana, B Derbel… - Proceedings of the Genetic …, 2022 - dl.acm.org
So far, multi-objective NK landscapes have been investigated under the assumption of a
homogeneous nature of the involved objectives in terms of difficulty. However, we argue that …

Set-based multiobjective fitness landscapes: a preliminary study

S Verel, A Liefooghe, C Dhaenens - … of the 13th annual conference on …, 2011 - dl.acm.org
Fitness landscape analysis aims to understand the geometry of a given optimization
problem in order to design more efficient search algorithms. However, there is a very little …

Pareto local optima of multiobjective NK-landscapes with correlated objectives

S Verel, A Liefooghe, L Jourdan… - … 11th European Conference …, 2011 - Springer
In this paper, we conduct a fitness landscape analysis for multiobjective combinatorial
optimization, based on the local optima of multiobjective NK-landscapes with objective …

Landscape analysis and heuristic search for multi-objective optimization

A Liefooghe - 2022 - hal.science
This manuscript presents the research activities I conducted as an Associate Professor
(«Maître de Conférences») with the University of Lille since 2010. They deal with search …

Lifting the multimodality-fog in continuous multi-objective optimization

P Kerschke, C Grimme - Metaheuristics for Finding Multiple Solutions, 2021 - Springer
Multimodality plays a key role as one of the most challenging problem characteristics in the
common understanding of solving optimization tasks. Based on insights from the single …