How to decidek, the number of principal components for reducing dimensionality for a classification algorithm?
a) Randomly select a value for k and evaluate the classification performance.
b) Use the scree plot or cumulative explained variance plot to determine the optimal k.
c) Choose k based on the number of features in the original dataset.
d) Set k equal to the number of samples in the dataset.