Automatically improving the anytime behaviour of optimisation algorithms

•A method to automatically improve the anytime behaviour of optimisation algorithms.•Anytime behaviour is evaluated by the hypervolume measure.•Decision-maker’s preferences may be incorporated into the automatic tuning procedure.•Case-studies include configuring a heuristic algorithm and an MIP solv...

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