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Linear Algebra, Theory And Applications, 2012a

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408 POSITIVE MATRICES<br />

Lemma A.0.8 Let M be a matrix of the form<br />

( )<br />

A 0<br />

M =<br />

B C<br />

or<br />

M =<br />

(<br />

A B<br />

0 C<br />

where A is an r × r matrix and C is an (n − r) × (n − r) matrix. Then det (M) =<br />

det (A)det(B) and σ (M) =σ (A) ∪ σ (C) .<br />

)<br />

Proof: To verify the claim about the determinants, note<br />

( ) ( )(<br />

A 0 A 0 I 0<br />

=<br />

B C 0 I B C<br />

)<br />

Therefore,<br />

( A 0<br />

det<br />

B C<br />

)<br />

( A 0<br />

=det<br />

0 I<br />

But it is clear from the method of Laplace expansion that<br />

( ) A 0<br />

det<br />

=detA<br />

0 I<br />

) ( I 0<br />

det<br />

B C<br />

and from the multilinear properties of the determinant and row operations that<br />

( ) ( )<br />

I 0<br />

I 0<br />

det<br />

=det<br />

=detC.<br />

B C<br />

0 C<br />

ThecasewhereM is upper block triangular is similar.<br />

This immediately implies σ (M) =σ (A) ∪ σ (C) .<br />

Theorem A.0.9 Let A>0 and let λ 0 be given in (1.7). If λ is an eigenvalue for A such<br />

that |λ| = λ 0 , then λ/λ 0 is a root of unity. Thus (λ/λ 0 ) m =1for some m ∈ N.<br />

Proof: Applying Theorem A.0.7 to A T , there exists v > 0 such that A T v = λ 0 v. In<br />

the first part of the argument it is assumed v >> 0. Now suppose Ax = λx, x ≠ 0 and that<br />

|λ| = λ 0 . Then<br />

A |x| ≥|λ||x| = λ 0 |x|<br />

and it follows that if A |x| > |λ||x| , then since v >> 0,<br />

λ 0 (v, |x|) < (v,A |x|) = ( A T v, |x| ) = λ 0 (v, |x|) ,<br />

)<br />

.<br />

a contradiction. Therefore,<br />

It follows that<br />

∣ ∣∣∣∣∣<br />

∑<br />

A |x| = λ 0 |x| . (1.8)<br />

and so the complex numbers,<br />

j<br />

A ij x j<br />

∣ ∣∣∣∣∣<br />

= λ 0 |x i | = ∑ j<br />

A ij x j ,A ik x k<br />

A ij |x j |

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