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We propose the following question: what game-like interactive system wouldprovide a good environment for measuring the impact and success of aco-creative, cooperative agent? Creativity is often formulated in terms ofnovelty, value, surprise and interestingness. We review how these concepts aremeasured in current computational intelligence research and provide a mappingfrom modern electronic and tabletop games to open research problems inmixed-initiative systems and computational co-creativity. We proposeapplication scenarios for future research, and a number of metrics under whichthe performance of cooperative agents in these environments will be evaluated.

Towards Game-based Metrics for Computational Co-creativity