Dimensionality Reduction, Eigenvectors, Eigenvalue, Data Science, Machine Learning.
for some observation. the best new features, a combination of the old feature that captures the most variation of the original dataset are going to be the Eigenvectors of ATA (We denote the transpose of matrix A by AT) and the fact is those with the largest Eigenvalue carry the most variation (the