A summary-attainment-surface plotting method for visualizing the performance of stochastic multiobjective optimizers

@article{Knowles2005ASP,
  title={A summary-attainment-surface plotting method for visualizing the performance of stochastic multiobjective optimizers},
  author={Joshua D. Knowles},
  journal={5th International Conference on Intelligent Systems Design and Applications (ISDA'05)},
  year={2005},
  pages={552-557}
}
When evaluating the performance of a stochastic optimizer it is sometimes desirable to express performance in terms of the quality attained in a certain fraction of sample runs. For example, the sample median quality is the best estimator of what one would expect to achieve in 50% of runs, and similarly for other quantiles. In multiobjective optimization, the notion still applies but the outcome of a run is measured not as a scalar (i.e. the cost of the best solution), but as an attainment… CONTINUE READING
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