Curse Of Dimensionality - What does the curse of dimensionality state?

The average predictive power of a classifier or regressor initially rises with an increase in the number of features or dimensions utilized, but it begins to decline instead of improving steadily beyond a certain dimensionality, as stated by this phenomenon, when the number of training samples remains constant.