I am not sure but it says Expected generalization error for nonparametric models, it means when you are getting more data, it is expected that you are getting more generalized data and your model is going to me more generalized.
If you get more data of some similar kind then definitely bias is going to be increased and hence it can increase the error.
count me in..!!
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