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Perron–Frobenius theorem
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====Proof for positive matrices==== Let ''A'' be a positive matrix, assume that its spectral radius ρ(''A'') = 1 (otherwise consider ''A/ρ(A)''). Hence, there exists an eigenvalue λ on the unit circle, and all the other eigenvalues are less or equal 1 in absolute value. Suppose that another eigenvalue λ ≠ 1 also falls on the unit circle. Then there exists a positive integer ''m'' such that ''A<sup>m</sup>'' is a positive matrix and the real part of λ''<sup>m</sup>'' is negative. Let ε be half the smallest diagonal entry of ''A<sup>m</sup>'' and set ''T'' = ''A<sup>m</sup>'' − ''εI'' which is yet another positive matrix. Moreover, if ''Ax'' = ''λx'' then ''A<sup>m</sup>x'' = ''λ<sup>m</sup>x'' thus ''λ''<sup>''m''</sup> − ''ε'' is an eigenvalue of ''T''. Because of the choice of ''m'' this point lies outside the unit disk consequently ''ρ''(''T'') > 1. On the other hand, all the entries in ''T'' are positive and less than or equal to those in ''A<sup>m</sup>'' so by [[spectral radius|Gelfand's formula]] ''ρ''(''T'') ≤ ''ρ''(''A<sup>m</sup>'') ≤ ''ρ''(''A'')<sup>''m''</sup> = 1. This contradiction means that λ=1 and there can be no other eigenvalues on the unit circle. Absolutely the same arguments can be applied to the case of primitive matrices; we just need to mention the following simple lemma, which clarifies the properties of primitive matrices.
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