A note on using performance and data profiles for training algorithms

It is shown how to use the performance and data profile benchmarking tools to improve algorithms' performance. An illustration for the BFO derivative-free optimizer suggests that the obtained gains are potentially significant.

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ACM Transactions on Mathematical Software, 45:2 (2019), Article 20.

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