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**1 - 3**of**3**### Micro-Differential Evolution with Extra Moves Along the Axes

"... All in-text references underlined in blue are linked to publications on ResearchGate, letting you access and read them immediately. ..."

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All in-text references underlined in blue are linked to publications on ResearchGate, letting you access and read them immediately.

### Evolutionary Bilevel Optimization for Complex Control Problems and Blackbox Function Optimization

, 2015

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### Towards an FCA-based Recommender System for Black-Box Optimization

"... Abstract. Black-box optimization problems are of practical importance throughout science and engineering. Hundreds of algorithms and heuris-tics have been developed to solve them. However, none of them outper-forms any other on all problems. The success of a particular heuristic is always relative t ..."

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Abstract. Black-box optimization problems are of practical importance throughout science and engineering. Hundreds of algorithms and heuris-tics have been developed to solve them. However, none of them outper-forms any other on all problems. The success of a particular heuristic is always relative to a class of problems. So far, these problem classes are elusive and it is not known what algorithm to use on a given prob-lem. Here we describe the use of Formal Concept Analysis (FCA) to extract implications about problem classes and algorithm performance from databases of empirical benchmarks. We explain the idea in a small example and show that FCA produces meaningful implications. We fur-ther outline the use of attribute exploration to identify problem features that predict algorithm performance. 1