A comprehensive survey of fitness approximation in evolutionary computation

@article{Jin2005ACS,
  title={A comprehensive survey of fitness approximation in evolutionary computation},
  author={Yaochu Jin},
  journal={Soft Comput.},
  year={2005},
  volume={9},
  pages={3-12}
}
Evolutionary algorithms (EAs) have received increasing interests both in the academy and industry. One main difficulty in applying EAs to real-world applications is that EAs usually need a large number of fitness evaluations before a satisfying result can be obtained. However, fitness evaluations are not always straightforward in many real-world applications. Either an explicit fitness function does not exist, or the evaluation of the fitness is computationally very expensive. In both cases, it… CONTINUE READING

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