40 Algorithms Every Programmer Should Know

Limitations of PCA

The following are the limitations of PCA:

• PCA can only be used for continuous variables and is not relevant for category variables.

• While aggregating, PCA approximates the component variables; it simplifies the problem of dimensionality at the expense of accuracy. This trade-off should be carefully studied before using PCA.