Understanding Data Point Impact on PCA Model Accuracy

The initial term in Equation (2) is almost negligible, rendering the data point (x) inconsequential in determining the precision of the computed PCA model. On the other hand, if the data point (x) is not part of the PCA model, the corresponding weight value (p) increases while the weight value (p) decreases.