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Eigenvalues of a Symmetric Positive Semi-Definite (PSD) matrix after rank one update
Complementing Denis's answer, you can look at the paper Some Modified Matrix Eigenvalue Problems by Golub (http://www.jstor.org/stable/2028604) where this issue is treated at some length.