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Quantify Heterogeneity
To provide some pointers whether a PIAC approach could be better than plain AC, you could provide some heterogeneity measures.
- See: http://ml.informatik.uni-freiburg.de/papers/12-LION-hoosch12a.pdf
- Compute oracle performance - incumbent performance. The oracle performance is approximated by the best observed performance on each instance (without using an EPM).