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Designing New Metaheuristics: Manual versus Automatic Approaches |
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Christian L. Camacho-Villalón, Thomas Stützle and Marco Dorigo
Intelligent Computing, A Science Partner Journal (Accepted for publication)
2023
Summary of the contribution: A detailed review of the way metaheuristics are designed and provides
a perspective for the field of metaheuristics.
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PSO-X: A Component-Based Framework for the Automatic Design of Particle Swarm Optimization Algorithms |
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Christian L. Camacho-Villalón, Marco Dorigo and Thomas Stützle
IEEE Transactions on Evolutionary Computation
2022, 26.3, pp. 402–416
Summary of the contribution: We introduce PSO-X, a novel modular, automatically configurable
metaheuristic framework that includes a repertoires of components proposed
particle swarm optimization for over 20 years.
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Metaphor-based Metaheuristics, a Call for Action: the Elephant in the Room |
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Claus Aranha, Christian L. Camacho-Villalón, Felipe Campelo,
Marco Dorigo, Rubén Ruiz, Marc Sevaux, Kenneth Sörensen and
Thomas Stützle
Swarm Intelligence
2022, 16.1, pp. 1–6
Summary of the contribution: Together with other like-minded scientist, we published an
open letter that describes some of the unscientific practices used in the
field of metaheuristics and proposes a number of necessary actions to address
them. This open letter was signed by more than 90 scientist and practitioners
working on the field of metaheuristics.
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Exposing the grey wolf, moth-flame, whale, firefly, bat, and antlion algorithms: six misleading optimization techniques
inspired by bestial metaphors |
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Christian L. Camacho-Villalón, Marco Dorigo and Thomas Stützle
International Transactions in Operational Research
2022, 30.6, pp. 2945–2971
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An analysis of why cuckoo search does not bring any novel ideas to optimization |
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Christian L. Camacho-Villalón, Marco Dorigo and Thomas Stützle
Computers & Operations Research
2022, 142, p. 105747
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Grey Wolf, Firefly and Bat Algorithms: Three Widespread Algorithms that Do Not Contain Any Novelty |
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Christian L. Camacho-Villalón, Thomas Stützle and Marco Dorigo
Swarm Intelligence, 12th International Conference, ANTS 2020. Lecture Notes in
Computer Science. Springer
2020, Vol. 12421, pp. 121–133
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The intelligent water drops algorithm: why it cannot be considered a novel algorithm |
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Christian L. Camacho-Villalón, Marco Dorigo and Thomas Stützle
Swarm Intelligence
2019, 13.3–4, pp. 173–192
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Why the Intelligent Water Drops Cannot Be Considered as a Novel Algorithm |
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Christian L. Camacho-Villalón, Marco Dorigo and Thomas Stützle
Swarm Intelligence, 11th International Conference, ANTS 2018. Lecture Notes in Computer Science.
Springer
2018, Vol. 11172, pp. 302–314
