Benchmarking an algorithm for expensive high-dimensional objectives on the bbob and bbob-largescale testbeds

Author:

Hoffman Zachary1,Huntsman Steve1

Affiliation:

1. Systems and Technology Research

Funder

DARPA

Publisher

ACM

Reference25 articles.

1. Comparison-based natural gradient optimization in high dimension

2. Martin D Buhmann . 2003. Radial basis functions: theory and implementations . Vol. 12 . Cambridge . Martin D Buhmann. 2003. Radial basis functions: theory and implementations. Vol. 12. Cambridge.

3. Carola Doerr , Hao Wang , Furong Ye , Sander van Rijn , and Thomas Bäck . 2018. IOHprofiler: A benchmarking and profiling tool for iterative optimization heuristics. arXiv preprint arXiv:1810.05281 ( 2018 ). Carola Doerr, Hao Wang, Furong Ye, Sander van Rijn, and Thomas Bäck. 2018. IOHprofiler: A benchmarking and profiling tool for iterative optimization heuristics. arXiv preprint arXiv:1810.05281 (2018).

4. Ouassim Elhara , Konstantinos Varelas , Duc Nguyen , Tea Tusar , Dimo Brockhoff , Nikolaus Hansen , and Anne Auger . 2019. COCO: the large scale black-box optimization benchmarking (BBOB-largescale) test suite. arXiv preprint arXiv:1903.06396 ( 2019 ). Ouassim Elhara, Konstantinos Varelas, Duc Nguyen, Tea Tusar, Dimo Brockhoff, Nikolaus Hansen, and Anne Auger. 2019. COCO: the large scale black-box optimization benchmarking (BBOB-largescale) test suite. arXiv preprint arXiv:1903.06396 (2019).

5. S. Finck , N. Hansen , R. Ros , and A. Auger . 2009 . Real-Parameter Black-Box Optimization Benchmarking 2009: Presentation of the Noiseless Functions . Technical Report 2009/20. Research Center PPE . http://coco.lri.fr/downloads/download15.03/bbobdocfunctions.pdf Updated February 2010. S. Finck, N. Hansen, R. Ros, and A. Auger. 2009. Real-Parameter Black-Box Optimization Benchmarking 2009: Presentation of the Noiseless Functions. Technical Report 2009/20. Research Center PPE. http://coco.lri.fr/downloads/download15.03/bbobdocfunctions.pdf Updated February 2010.

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