Normal Operators on Hilbert Space
[127/0%]Let be a Hilbert space and let be a net in . Prove the following statements.
(WOT) if and only if for all in .
If and is a total subset of , then (WOT) if and only if for all in .
(SOT) if and only if for all in .
If and is a total subset of , then (SOT) if and only if for all in .
If is separable, then the WOT and SOT are metrizable on bounded subsets of .
Show that ball is WOT compact.
Show that and are WOT and SOT closed.
If is a linear functional, show that the following statements are equivalent:
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is SOT-continuous;
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is WOT-continuous;
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there are vectors in such that .
Show that a convex subset of is WOT closed if and only if it is SOT closed.
Verify the following statement (Example 1.5). If is a sequence of pairwise orthogonal projections on , then converges (SOT) to the projection of onto .
Verify the statements made in the following three examples.
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(Example 1.6) Let be a compact set, the Borel subsets of , a measure on , and . For in , let multiplication by , the characteristic function of . Then is a spectral measure for .
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(Example 1.7) If is a spectral measure for , the inflation, , of , defined by , is a spectral measure for .
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(Example 1.8) Let be any set, all the subsets of , any separable Hilbert space, and fix a sequence in . If is some orthonormal basis for , define the projection onto . Then is a spectral measure for .
For the spectral measures in (1.6), (1.7), and (1.8), give the corresponding representations.
If is a net of projections and is a projection, show that (WOT) if and only if (SOT).
For the representation in (VIII.5.5), find the corresponding spectral measure.
In Example VIII.5.4, the representation is not quite covered by Theorem 1.14 since it is a representation of and not . Nevertheless, this representation is given by a spectral measure defined on . Find it.
Let be a compact Hausdorff space and let be a sequence in . Let be an orthonormal basis for and for each in define in by . Show that is a representation and find the corresponding spectral measure.
A representation is irreducible if the only projections in that commute with every , in , are and . Prove that if is abelian and is an irreducible representation of , then . Find the corresponding spectral measure.
Show that a representation is injective if and only if for every non-empty open set , where is the corresponding spectral measure.
Let be a net of hermitian operators on and suppose that there is a hermitian operator such that for all . If is an increasing net in for every in , then there is a hermitian operator such that (WOT).
Show that there is a contraction such that for in . If is a representation, show that the map constructed in the proof of Theorem 1.14 (the unique extension of to the bounded Borel functions , determined by for all in , where is the measure representing ) is given by .
Let be a normal operator on with spectral measure . Show that if and only if . Moreover, if , is the orthogonal projection onto .
Let be a normal operator on with spectral measure . If is a clopen subset of , show that is the Riesz idempotent associated with .
Prove Theorem II.5.1 and its corollaries by using the Spectral Theorem.
Prove Theorem II.7.6 and its corollaries by using the Spectral Theorem.
Obtain Theorem II.7.11 as a consequence of the following result (Theorem 2.3). If is a normal operator on with spectral measure and is the -algebra of bounded Borel functions on , then the map is a representation of the -algebra . If is a net in such that for every in , then (WOT). This map is unique in the sense that if is a representation such that and (WOT) whenever is a bounded net in such that for every in , then for all in .
Verify the statements in the following example (Example 2.5). If is a regular Borel measure on with compact support , define on by for each in . It is easy to check that , and hence is normal.
support of .
If, for a bounded Borel function , we define on by , then .
If is the spectral measure for , then .
Let be any -finite measure space and put . For in , define on by ; then is normal with , and , the essential range of , defined by
Verify the following statement (Example 2.6(e)). If is the spectral measure for [so is defined on the Borel subsets of ], then for every Borel subset of ,
Let be a normal operator on with spectral measure . Show that if is separable, there are at most a countable number of points in such that . By Exercise 1, these are the eigenvalues of .
Show that a normal operator is
hermitian if and only if ;
positive if and only if ;
unitary if and only if .
Let be a hermitian operator with spectral measure on a separable space. For each real number define a projection . Show:
for ;
if and , (SOT);
for all but a countable number of points , (SOT) if ;
for in , , where this integral is to be defined (by the reader) in the Riemann--Stieltjes sense.
Let be a normal operator on with spectral measure . If is a Borel set, show that if and only if is diagonalizable; that is, there is a basis for consisting of eigenvectors for . If is not assumed to be a Borel set, is it still possible to characterize diagonalizable normal operators in a similar way? Give an example of a normal operator such that is not a Borel set.
Let be a normal operator on . Show that if () is the polar decomposition of , for some Borel function on . Hence (see Exercise VIII.3.21).
Let be a normal operator on . Show that for some unitary that is a function of .
Prove that if is hermitian, is unitary. Is the converse true?
Let be a normal operator on . Show that there is a normal operator such that and for some Borel function . How many such normal operators are there?
Define by . Show that is normal and find its spectral decomposition. ((X.6.17) is useful here.)
Suppose that are normal operators such that for . Show that there is a subset of and a spectral measure defined on the Borel subsets of such that for ( the th coordinate function) (see Exercise VIII.2.2).
If are as in Exercise 17 and each is compact, show that there is a basis for consisting of eigenvectors for each . (This is the simultaneous diagonalization of .)
This exercise gives the properties of Hilbert--Schmidt operators (defined below).
If and are two orthonormal bases for and , then
If and is a basis for , define
By (a), is independent of the basis chosen and hence is well defined. If , is called a Hilbert–Schmidt operator. denotes the set of all Hilbert--Schmidt operators.
for every in and is a norm on .
If and , then , , and .
is an ideal of that contains , the finite-rank operators.
if and only if ; in this case .
(the compact operators); moreover, if is a compact operator and are the eigenvalues of , each repeated as often as its multiplicity, then iff . In this case, .
If is a measure space and , let be the integral operator with kernel . Then and (see Proposition II.4.7 and Lemma II.4.8).
Interpret part (h) for a purely atomic measure space.
More information on is contained in the next exercise.
This exercise discusses trace-class operators (defined below) and assumes a knowledge of Exercise 19. . Operators belonging to are called trace-class operators and is called the trace class.
If and is a basis, then . Moreover, the sum is independent of the choice of basis. (Hint: If , in , show that .)
If is a basis for , define by
By (a) the definition of does not depend on the choice of a basis; is called the trace of . If , then is precisely the sum of the diagonal terms of any matrix representation of .
If , then the following are equivalent: (1) ; (2) ; (3) ; (4) .
If and , then and are in and . Moreover, is a positive linear functional such that if , , and , then .
If , define . If and , show that .
if .
If and , then and .
is a norm on . It is called the trace norm.
is an ideal in that contains .
If and and are two bases for , then .
. Also, if and are the eigenvalues of , each repeated as often as its multiplicity, then if and only if . In this case, .
If and , define . Then is an inner product on , is the norm defined by this inner product, and is complete. In other words, is a Hilbert space.
is a Banach space.
is dense in both and . (For more on these matters, see Ringrose [1971] and Schatten [1960].)
This exercise assumes a knowledge of Exercise 20. If , let denote the rank-one operator defined by .
If and , .
If , then .
If , define by (). Show that the map is an isometric isomorphism of onto .
If , define by . Show that is an isometric isomorphism of onto .
If , show that where , for some in , and for every compact operator . Show that and that and are unique. Give necessary and sufficient conditions on for to be a reflexive Banach space.
Prove that if is any unitary operator on , then there is a continuous function such that is unitary for all , , and .
If is normal, show that there is a sequence of invertible normal operators that converges to .
If is a compactly supported measure on and , is a star-cyclic vector for if and only if .
Prove the following proposition (Proposition 3.2).
A vector is a star-cyclic vector for if and only if , where the -algebra generated by .
A vector is a cyclic vector for if and only if .
If and are compactly supported measures on , show that the following statements are equivalent.
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and are boundedly mutually absolutely continuous.
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There is an isomorphism such that and .
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There is a bounded bijection such that for every polynomial in and .
Show that if is a star-cyclic normal operator and , then .
If is diagonalizable and star-cyclic and if , show that is unitarily equivalent to , where (see Exercise 2.11).
Let be a diagonalizable normal operator. Show that if and only if is a diagonalizable normal operator, , and for all . (Compare this with Theorem II.8.3.)
Let be the bilateral shift on . If is the vector in that has in the zeroth place and zeros elsewhere, then is a star-cyclic vector for . If is the compactly supported measure on and is the isomorphism such that and , then
normalized arc length on ;
the Fourier transform on .
Suppose are normal operators such that for and suppose there is a vector in such that is the only subspace of containing that reduces each of the operators . Show that there is a compactly supported measure on and an isomorphism such that for in and ( the th coordinate function) (see Exercise 2.17).
If is a normal operator show that is closed if and only if is not a limit point of .
Give an example of a non-normal operator such that is an isolated point of and is closed. Give an example of a non-normal operator such that is closed and is not an isolated point of .
If is a nonseparable Hilbert space find an example of a nontrivial closed ideal of that is different from .
Let be the measure space obtained in the proof of the following theorem (Theorem 4.6: if is a normal operator on , then there is a measure space and a function in such that is unitarily equivalent to on ) and show that is isometrically isomorphic to .
Show that is separable if and only if every collection of pairwise orthogonal projections in is countable.
If is a measure space, then is -finite or is finite dimensional if and only if every collection of pairwise orthogonal projections in is countable.
If and , show that .
(Calkin) Let be a linear manifold in and show that has the property that contains no closed infinite dimensional subspaces if and only if whenever and , then is compact.
Show that the extreme points of are the projections.
(Halmos) If is a normal operator, show that there is a hermitian operator and a continuous function such that . (Hint: Use the following result, Theorem 4.6. If is a normal operator on , then there is a measure space and a function in such that is unitarily equivalent to on .)
Let be a subalgebra of containing . Recall that for , denotes the direct sum of with itself times, and if , is the operator on defined by ; if , . Proposition 5.3 states that the SOT closure of is
Show that if , then belongs to the set defined above.
Show that is SOT dense in .
If and are sequences in such that (WOT) and (SOT), then (WOT).
With the notation of Exercise 3, show that if (SOT), then (SOT).
Let be the unilateral shift on (II.2.10). Examine the sequences and and their relation to Exercises 3 and 4.
(Halmos) Fix an orthonormal basis for .
Show that weak closure of (Halmos [1982], Solution 28).
Let be a net of integers such that weakly. Define for in . Show that (SOT) but does not converge to (SOT).
If , show that .
If , show that is always a SOT closed subalgebra of .
Prove the following proposition (Proposition 6.1).
If is a bounded operator on and , then if and only if for all .
If , if and only if for all .
Let be a Hilbert space of dimension and define by . is called the unilateral shift of multiplicity .
Show that if and only if for and for .
Show that if and only if for and a multiple of the identity for .
What is ? ?
If is a subalgebra of , show that is a maximal abelian subalgebra of if and only if .
Find a non-normal operator that is similar to a normal operator. (Hint: Try .)
Let be a compactly supported measure on and let be a separable Hilbert space. A function is a Borel function if is a Borel set when is weakly open in . Define to be the equivalence classes of Borel functions such that . Define for and in .
Show that is a Hilbert space. Define on by .
Show that is a normal operator and support . Calculate .
Show that , where .
Find . (Hint: Use (6.1).)
Find .
Let be separable with basis . Let be the diagonal operator on given by , where . Determine and . Give necessary and sufficient conditions on such that .
Let be a -subalgebra of but do not assume that contains the identity operator. Let and let the projection of onto . Show that .
Formulate and prove a polar decomposition for operators between different Hilbert spaces.
Let be an arbitrary measure space and let .
Show that for every in , there is an in such that for all in .
If , let be the function in obtained in part (a). Show that defines a bounded linear operator and commutes with for every in .
In light of parts (a) and (b), compare Theorem 6.6 and Example 20.17 in Hewitt and Stromberg [1975].
Prove the following proposition (Proposition 7.3).
If are von Neumann algebras, then so is .
If is a von Neumann algebra and , then is a von Neumann algebra.
Prove the following proposition (Proposition 7.4). Let be a von Neumann algebra on , . If is an isomorphism such that , then .
Why are and not spatially isomorphic?
Show that if is any compact metric space, there is a separable Hilbert space and a -monomorphism . Find the spectral measure for .
Let be an abelian -subalgebra of such that contains no uncountable collection of pairwise orthogonal projections. Show that the following statements are equivalent:
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is a maximal abelian von Neumann algebra;
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;
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has a cyclic vector and is SOT closed;
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there is a finite measure space and an isomorphism such that .
Let be a sequence of commuting projections in and put . Show that is the -algebra generated by . (Do you see a connection between and the Cantor--Lebesgue function?)
If is an abelian von Neumann algebra on a separable Hilbert space , show that there is a hermitian operator such that equals the smallest von Neumann algebra containing . (Hint: Let be a countable WOT dense subset of the set of projections in and use Exercise 6. This proof is due to Rickart [1960], pp. 293--294. Also see Jenkins [1972].)
If is a compact space, show that is generated as a -algebra by its characteristic functions if and only if is totally disconnected. If is as in Exercise 6, show that is totally disconnected.
If and are compact spaces and is a homomorphism with , show that there is a continuous function such that for every in . Show that is injective if and only if is surjective, and, in this case, is an isometry. Show that is surjective if and only if is injective.
Let and be compact spaces, , and let be the projection onto the first coordinate. Define by . Describe the range of .
Adopt the notation of Exercise 9. Define an equivalence relation on by saying if and only if . Let be the natural map and the induced homomorphism. Show that there is a -epimorphism such that the diagram
commutes. Find the corresponding injection .
If is any compact metric space, show that there is a totally disconnected compact metric space and a continuous surjection . (Hint: Start by embedding into and use Exercises 7 and 8.)
Show that every totally disconnected compact metric space is the continuous image of the Cantor ternary set. (Do this directly; do not try to use -algebras.) Combine this with Exercise 12 to get that every compact metric space is the continuous image of the Cantor set.
If is an abelian von Neumann algebra and is its maximal ideal space, then is a Stonean space; that is, if is open in , then is open in .
This exercise assumes Exercise 2.21, where it was proved that . When referring to the weak* topology on , we mean the topology has as the Banach dual of .
Show that on bounded subsets of the weak* topology WOT.
Show that a -subalgebra of is a von Neumann algebra if and only if is weak* closed.
Show that WOT and the weak* topology agree on abelian von Neumann algebras (see Takeda [1951] and Pallu de la Barriere [1954]).
Give an example of a weak* closed subspace of that is not WOT closed. (See von Neumann [1936].)
Prove the converse of the following proposition (Proposition 7.6: if is a cyclic vector for , then is a separating vector for ).
What is a scalar-valued spectral measure for a diagonalizable normal operator?
Let and be normal operators with scalar-valued spectral measures and . What is a scalar spectral measure for ?
Let be an orthonormal basis for and put . Show that is a scalar-valued spectral measure for .
Give an example of a normal operator on a nonseparable space which has no scalar-valued spectral measure.
Prove that the map in the following theorem (Theorem 8.10: if is a normal operator on the separable Hilbert space and is a scalar-valued spectral measure for , then there is a well-defined map given by the formula such that (a) is a -isomorphism and an isometry; (b) is a homeomorphism) is an isometry without using (VIII.4.8).
Prove the following proposition (Proposition 8.12). Let be a normal operator on a separable space with scalar-valued spectral measure , and let (so by the Spectral Mapping Theorem, is the -essential range of ). If , then is a scalar-valued spectral measure for and is its spectral measure.
Show that if and are compactly supported measures on , the following statements are equivalent:
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is -cyclic;
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;
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.
If and are normal operators with scalar-valued spectral measures and , respectively, show that the following are equivalent:
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;
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;
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there is no operator such that other than ;
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.
If and are normal operators, show that if and only if .
Give an example of two normal operators and such that but . In fact, find and such that splits, but .
If is the bilateral shift and is any unitary operator, show that if and only if has a spectral measure that is singular to arc length on . (See Exercise 3.7.)
If is an abelian von Neumann algebra on a separable space, show that there is a compactly supported measure on such that is -isomorphic to . (Hint: Use Exercise 7.7.)
(This exercise assumes a knowledge of Exercise 2.21.) Let be a normal operator with scalar-valued spectral measure and define by . Show that is a surjective contraction. What is ? [ is identified, via the Radon--Nikodym Theorem, with the set of complex-valued measures that are absolutely continuous with respect to .]
Let be the natural map and let .
If is hermitian, show that there is a hermitian operator such that is compact.
If is positive, show that there is a positive operator such that is compact. (See Exercise XI.3.14.)
(L.G. Brown) If is the natural map and and are hermitian operators such that , then there is a hermitian compact operator such that .
(Ando) Use the following result (Corollary 9.6: if is a normal operator and is a scalar-valued spectral measure for , then is reductive if and only if ) to show that every compact normal operator is reductive.
Determine all of the invariant subspaces of a compact normal operator.
(Ando) Show that every reductive compact operator is normal. (Also see Rosenthal [1968].)
Show that an operator is reductive if and only if .
Let be a normal operator on a Hilbert space , let be an invariant subspace for , and let . Show that is normal if and only if is a reducing subspace for .
Let be a compactly supported regular Borel measure on and let denote the closure in of the analytic polynomials; that is, is the closed linear span of . Show that is invariant for and that is normal if and only if .
With the notation of Exercise 6, show that if is a reducing subspace for and , then .
Let and be operators on and , respectively. Let and be reducing subspaces for and and suppose that and . Show that .
Let be compactly supported measures on such that for all . Show that if is any normal operator whose spectral measure is absolutely continuous with respect to each , then
If is Lebesgue measure on , show that for .
Let be Lebesgue measure on and characterize the functions in such that .
Let be area measure on and show that and are not unitarily equivalent.
Let be Lebesgue measure on and let be Lebesgue measure on . Show that . How about ?
Let be Lebesgue measure on and multiplication by on . Find the decompositions of obtained in Theorem 10.1 and Theorem 10.16, stated below.
Theorem 10.1: (a) If is a normal operator, then there is a sequence (possibly finite) of measures on such that for all and . (b) If and are as in (a) and , where for all , then if and only if for all .
Theorem 10.16: If is a normal operator, then there are mutually singular measures (some of which may be zero) such that
If is another normal operator with corresponding measures , then if and only if for .
If is Lebesgue measure on and multiplication by on , show that , where arc length measure on .
Define by . Show that is unitary and find its scalar-valued spectral measure and multiplicity function.
Represent as in the following theorem (Theorem 10.1(a): if is a normal operator, then there is a sequence (possibly finite) of measures on such that for all and ) and find the corresponding representation for ; for ; for . (Are you surprised by the result for ?)
Prove the results and solve the exercises from II.8.
Let be a normal operator and show that if and only if there is a -cyclic normal operator such that . What does this say about the multiplicity function for ?
Let be a measure space such that is separable, let , and let on . Find the decompositions of obtained in Theorem 10.1 and Theorem 10.16, stated below.
Theorem 10.1: (a) If is a normal operator, then there is a sequence (possibly finite) of measures on such that for all and . (b) If and are as in (a) and , where for all , then if and only if for all .
Theorem 10.16: If is a normal operator, then there are mutually singular measures (some of which may be zero) such that
If is another normal operator with corresponding measures , then if and only if for .
Let be a compactly supported measure on , a bounded Borel function on , and suppose are pairwise disjoint Borel sets such that is one-to-one on each and . Let and for . Prove that on is unitarily equivalent to .