Empowering Active Learning to Jointly Optimize System and User Demands
Table 3: MAE for Uent
['[EMPTY]', 'STAT', 'MOT', 'INT', 'DEC']
We can observe that all strategies which consider a separate user objective sample instances which significantly better fit the current user proficiency. Furthermore, the combined sampling approach which puts more emphasis on the user objective outperforms our trade-off sampling for all learner behaviors and even manages to outperform the user-oriented sampling strategy for the decreasing learner.