My think about the local solution

[codlife]

Hi @zhangyuc @mijordan3
According to your comparison of reweighting, we see that the local solution (just use average) has a high bias, but if we shuffle the data before the training, i think we can avoid this problems, if so , we just needn't do reweighting.
Thank you very much!