It is observed that when k ≤ 3 , model performance improves with the increasing of k, which suggests that more distributions in GMD are helpful for modeling user personalization.
for k > 3, model performance slightly drops with the increasing of k, The potential reason is GMD with three distributions is effective enough for modeling personalization, and sophisticated GMD might suffer scarce datasets for training.