- For symmetric matrices (variance-covariance matrix), the
eigenvalues are always real numbers
- In the new transformed space, variances are equal in all
directions
- Eigenvectors form the axes in the new transformed space
- Example:
Original Space |
Transformed Space |
![](../images/eig_original.gif) |
![](../images/eig_whitened.gif) |