ABSTRACT
The NMSE is a unit-less error measure with values usually ranging from 0 to 1. If your model is performing better than this very simple baseline predictor, then the NMSE should be clearly less than 1. The smaller the NMSE, the better. Values grater than 1 mean that your model is performing worse than simply predicting always the average for all cases!
