Add utility to estimate nadir point
kjappelbaum opened this issue · 1 comments
kjappelbaum commented
Feature description
The computation of hypervolumes is always a bit arbitrary. [1] Shows how the performance comparison depends on the choice of the reference point. To allow for a more consistent comparison, one could always choose the nadir point.
[1] Ishibuchi, H.; Imada, R.; Setoguchi, Y.; Nojima, Y. How to Specify a Reference Point in Hypervolume Calculation for Fair Performance Comparison. Evolutionary Computation 2018, 26 (3), 411–440. https://doi.org/10.1162/evco_a_00226.
Implementation idea
This should maybe be the default for the reference points of our get_hypervolume
function?
But then we still have ambiguity over the following questions:
- about which points do we take the minimum
- how much worse than the nadir do we make our reference point?
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