We can discard those eigenvalues that large and retain those close to 0, since this means the energy of the noise is close to 0 in this space, at this stage it is also possible to discard those eigenvectors that have large eigenvalues.
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We may retain all the eigenvalues and their corresponding eigenvectors since the most of the noise are already discarded in previous step.