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A common problem in optimization (not just genetic algorithms) is how to define an objective function that accurately (and consistantly) captures the effects of multiple objectives.

For a very nice description of this problem and an elegant solution, see Prof David Wallace's doctoral thesis, A Probabilistic Specification-based Design Model: applications to search and environmental computer-aided design

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