An eigenvalue λ satisfies Av = λv for some non-zero eigenvector v. Eigenvalues reveal the characteristic stretching/compressing directions of a linear transformation.
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Google PageRank computes the dominant eigenvector of the massive web link matrix — representing the stationary distribution of a random web surfer.
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