Postprocessed data

Below, we display the postprocessed (html) output of the COCO platform (Hansen et al. 2021) when comparing the algorithms COMO-CMA-ES (COMO-100) (Touré et al. 2019; Dufossé and Touré 2019) SMS-EMOA-DE (Beume, Naujoks, and Emmerich 2007; Auger et al. 2016b), and NSGA-II-Matlab (Deb et al. 2002; Auger et al. 2016a) on the bbob-biobj test suite.

Click here to view the output as separate web pages.

The plots are retrieved from the bbob-biobj-plots GitHub repository.

References

Auger, Anne, Dimo Brockhoff, Nikolaus Hansen, Dejan Tušar, Tea Tušar, and Tobias Wagner. 2016a. “Benchmarking MATLAB’s Gamultiobj (NSGA-II) on the Bi-Objective BBOB-2016 Test Suite.” In Companion Proceedings of the Genetic and Evolutionary Computation Conference, 1233–39. GECCO 2019. ACM. https://doi.org/10.1145/2908961.2931706.

———. 2016b. “The Impact of Variation Operators on the Performance of SMS-EMOA on the Bi-Objective BBOB-2016 Test Suite.” In Companion Proceedings of the Genetic and Evolutionary Computation Conference, 1225–32. GECCO 2019. ACM. https://doi.org/10.1145/2908961.2931705.

Beume, Nicola, Boris Naujoks, and Michael T. M. Emmerich. 2007. “SMS-EMOA: Multiobjective Selection Based on Dominated Hypervolume.” European Journal of Operational Research 181 (3): 1653–69. https://doi.org/10.1016/J.EJOR.2006.08.008.

Deb, Kalyanmoy, Samir Agrawal, Amrit Pratap, and T. Meyarivan. 2002. “A Fast and Elitist Multiobjective Genetic Algorithm: NSGA-II.” IEEE Transactions on Evolutionary Computation 6 (2): 182–97. https://doi.org/10.1109/4235.996017.

Dufossé, Paul, and Cheikh Touré. 2019. “Benchmarking MO-CMA-ES and COMO-CMA-ES on the Bi-Objective Bbob-Biobj Testbed.” In Companion Proceedings of the Genetic and Evolutionary Computation Conference, 1920–27. GECCO 2019. ACM. https://doi.org/10.1145/3319619.3326892.

Hansen, Nikolaus, Anne Auger, Raymond Ros, Olaf Mersmann, Tea Tušar, and Dimo Brockhoff. 2021. “COCO: A Platform for Comparing Continuous Optimizers in a Black-Box Setting.” Optimization Methods and Software 36: 114–44. https://doi.org/10.1080/10556788.2020.1808977.

Touré, Cheikh, Nikolaus Hansen, Anne Auger, and Dimo Brockhoff. 2019. “Uncrowded Hypervolume Improvement: COMO-CMA-ES and the Sofomore Framework.” In Proceedings of the Genetic and Evolutionary Computation Conference, 638–46. GECCO 2019. ACM. https://doi.org/10.1145/3321707.3321852.