How do you choose the min and max for the min-max normalization on a histogram classifier?
First build the min-max normalization on the entire data set. Then apply different workloads to your train and test split(s) separately. If you believe your data set will change over time you could consider estimating the extreme min and max if you are still interested in this min-max normalization.