Principal Component, Data Science, Dimensionality Reduction, Machine Learning.
the variables with larger differences between ranges will dominate over those with small ranges, create like this biased results. Standardising the data can prevent this problem. Mathematically: Getting the covariance matrix and diagonalization process The covariance of a matrix is given by the