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Measure, Integration & Real Analysis, 2021a

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302 Chapter 10 Linear Maps on Hilbert Spaces<br />

We showed that a bounded operator on a complex nonzero Hilbert space has a<br />

nonempty spectrum. That result can fail on real Hilbert spaces (where by definition<br />

the spectrum is contained in R). For example, the operator T on R 2 defined by<br />

T(x, y) =(−y, x) has empty spectrum. However, the previous result and 10.38 can<br />

be used to show that every self-adjoint operator on a nonzero real Hilbert space has<br />

nonempty spectrum (see Exercise 9 for the details).<br />

Although the spectrum of every self-adjoint operator is nonempty, it is not true that<br />

every self-adjoint operator has an eigenvalue. For example, the self-adjoint operator<br />

M x ∈B ( L 2 ([0, 1]) ) defined by (M x f )(x) =xf(x) has no eigenvalues.<br />

Normal Operators<br />

Now we consider another nice special class of operators.<br />

10.50 Definition normal operator<br />

A bounded operator T on a Hilbert space is called normal if it commutes with its<br />

adjoint. In other words, T is normal if<br />

T ∗ T = TT ∗ .<br />

Clearly every self-adjoint operator is normal, but there exist normal operators that<br />

are not self-adjoint, as shown in the next example.<br />

10.51 Example normal operators<br />

• Suppose μ is a positive measure, h ∈L ∞ (μ), and M h ∈B ( L 2 (μ) ) is the<br />

multiplication operator defined by M h f = fh. Then M ∗ h = M h<br />

, which means<br />

that M h is self-adjoint if h is real valued. If F = C, then h can be complex<br />

valued and M h is not necessarily self-adjoint. However,<br />

M ∗ ∗<br />

h M h = M |h| 2 = M h M h<br />

and thus M h is a normal operator even when h is complex valued.<br />

• Suppose T is the operator on F 2 whose matrix with respect to the standard basis<br />

is ( )<br />

2 −3<br />

.<br />

3 2<br />

Then T is not self-adjoint because the matrix above is not equal to its conjugate<br />

transpose. However, T ∗ T = 13I and TT ∗ = 13I, as you should verify. Because<br />

T ∗ T = TT ∗ , we conclude that T is a normal operator.<br />

10.52 Example an operator that is not normal<br />

Suppose T is the right shift on l 2 ; thus T(a 1 , a 2 ,...)=(0, a 1 , a 2 ,...). Then T ∗<br />

is the left shift: T ∗ (a 1 , a 2 ,...)=(a 2 , a 3 ,...). Hence T ∗ T is the identity operator<br />

on l 2 and TT ∗ is the operator (a 1 , a 2 , a 3 ,...) ↦→ (0, a 2 , a 3 ,...). Thus T ∗ T ̸= TT ∗ ,<br />

which means that T is not a normal operator.<br />

<strong>Measure</strong>, <strong>Integration</strong> & <strong>Real</strong> <strong>Analysis</strong>, by Sheldon Axler

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