I am a bit confused about two concepts (Principal components and Eigenvectors). When we can say that the principal components are identical to the eigenvectors of covariance matrix ? I just read in an article that the first eigenvector is the same as the first principal component, is that really correct and does that holds for all eigenvecotrs ( I mean, in particular, eigenvectors of covariance matrices)
Thanks in advance