How to choose the right normalization method for the right dataset?

拜拜、爱过 提交于 2020-01-24 22:42:40

问题


There are several normalization methods to choose from. L1/L2 norm, z-score, min-max. Can anyone give some insights as to how to choose the proper normalization method for a dataset?

I didn't pay too much attention to normalization before, but I just got a small project where it's performance has been heavily affected not by parameters or choices of the ML algorithm but by the way I normalized the data. Kind of surprise to me. But this may be a common problem in practice. So, could anyone provide some good advice? Thanks a lot!

来源:https://stackoverflow.com/questions/29090749/how-to-choose-the-right-normalization-method-for-the-right-dataset

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