Title :

Approaches for many-objective optimization: analysis and comparison on MNK-landscapes

Author(s) :

Aguirre, Hernan [Auteur]
Faculty of Engineering [Nagano]
Zapotecas-Martínez, Saúl [Auteur]
Faculty of Engineering [Nagano]
Liefooghe, Arnaud [Auteur]
Parallel Cooperative Multi-criteria Optimization [DOLPHIN]
Verel, Sébastien [Auteur]
Laboratoire d'Informatique Signal et Image de la Côte d'Opale [LISIC]
Tanaka, Kiyoshi [Auteur]
Faculty of Engineering [Nagano]

Scientific editor(s) :

Bonnevay, Stéphane
Legrand, Pierrick
Monmarché, Nicolas
Lutton, Evelyne
Schoenauer, Marc

Conference title :

13th International Conference on Artificial Evolution (EA 2015)

City :

Lyon

Country :

France

Start date of the conference :

2015-10-26

Book title :

Artificial Evolution12th International Conference, Evolution Artificielle, EA 2015, Lyon, France, October 26-28, 2015. Revised Selected Papers

Journal title :

Lecture Notes in Computer Science (LNCS)

Publisher :

Springer

Publication date :

2016-03-20

HAL domain(s) :

Informatique [cs]/Intelligence artificielle [cs.AI]

English abstract : [en]

This work analyses the behavior and compares the performance of MOEA/D, IBEA using the binary additive ε and the hypervolume difference indicators, and AεSεH as representative algorithms ofdecomposition, indicators, and ...
Show more >This work analyses the behavior and compares the performance of MOEA/D, IBEA using the binary additive ε and the hypervolume difference indicators, and AεSεH as representative algorithms ofdecomposition, indicators, and ε-dominance based approaches for manyobjective optimization. We use small MNK-landscapes to trace the dynamics of the algorithms generating high-resolution approximations ofthe Pareto optimal set. Also, we use large MNK-landscapes to analyzetheir scalability to larger search spaces.Show less >

Language :

Anglais

Peer reviewed article :

Oui

Audience :

Internationale

Popular science :

Non

Collections :

• Centre de Recherche en Informatique, Signal et Automatique de Lille (CRIStAL) - UMR 9189

Source :

Harvested from HAL