Empirical Observations about Lift
For good models, usually Lift(P) is monotically decreasing with P
Lift at fixed P (e.g. 0.05) is usually higher for lower T
Special point P = T
- for a perfect predictor, all targets are in the first T of the list, for a maximum lift of 1/T
What can we expect compared to 1/T ?