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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.