State whether the following statements are true or false. Justify with a short proof or a counter example.
a) The space l^(3)l^{3} is a Hilbert space
b) Any non zero bounded linear functional on a Banach space is an open map.
c) Every bounded linear map on a complex Banach space has an eigen value.
d) The image of a Cauchy sequence under a bounded linear map is also a Couchy sequence.
e) If A\mathrm{A} is a bounded linear operator on a Hilbert space such that AA^(**)=I\mathrm{AA}^{*}=\mathrm{I}, then A^(**)A=I\mathrm{A}^{*} \mathrm{~A}=\mathrm{I}.
a) Characterise all bounded linear functionals on a Hilbert space.
b) Show that the map T:R^(3)rarrR^(2)\mathrm{T}: \mathbf{R}^{3} \rightarrow \mathbf{R}^{2} given by T(x_(1),x_(2),x_(3))=(x_(1)+x_(2),x_(3))\mathrm{T}\left(\mathrm{x}_{1}, \mathrm{x}_{2}, \mathrm{x}_{3}\right)=\left(\mathrm{x}_{1}+\mathrm{x}_{2}, \mathrm{x}_{3}\right) is an open map.
c) Check whether a finite dimensional normed linear space is reflexive? Justify your answer.
a) Show how a real linear functional uu on a complex linear normed space gives rise to a complex linear functional f\mathrm{f}. What is the relation between the boundedness of u\mathrm{u} and that of f\mathrm{f} ?
b) In a Hilbert space. Prove that x_(n)rarrx\mathrm{x}_{\mathrm{n}} \rightarrow \mathrm{x} provided ||x_(n)||rarr||x||\left\|\mathrm{x}_{\mathrm{n}}\right\| \rightarrow\|\mathrm{x}\| and (:x_(n),x:)rarr(:x,x:)\left\langle\mathrm{x}_{\mathrm{n}}, \mathrm{x}\right\rangle \rightarrow\langle\mathrm{x}, \mathrm{x}\rangle.
c) Are Hahn-Banach extensions always unique? Justify.
a) State the principle of uniform boundedness. Use it to show that a set EE in a normed space XX is bounded if f(E)f(E) is bounded in KK for every f inX^(‘)f \in X^{\prime}.
b) If H\mathrm{H} is a Hilbert space and SCH\mathrm{SCH}, show that S^(_|_)=S^(⊥⊥⊥)\mathrm{S}^{\perp}=\mathrm{S}^{\perp \perp \perp}. When S\mathrm{S} is the same as S^(⊥⊥)\mathrm{S}^{\perp \perp} ? Justify.
5 a) Show that Q\mathrm{Q} defined on (C[0,1],||*||_(oo))\left(\mathrm{C}[0,1],\|\cdot\|_{\infty}\right) by Q(x)=int_(0)^(1)tx(t)dt\mathrm{Q}(\mathrm{x})=\int_{0}^{1} \mathrm{t} \mathrm{x}(\mathrm{t}) \mathrm{dt} is a bounded linear functional. Calculate ||Q||\|\mathrm{Q}\|. b) Let AA be an operator on a Hilbert space HH. Show if ||Ax||=||A^(**)x||\|A x\|=\left\|A^{*} x\right\| for every x in Hx \in H, then A\mathrm{A} is normal. Is it converse true? Justify.
c) Let {u_(n)}\left\{\mathrm{u}_{\mathrm{n}}\right\} be the sequence in l^(2)l^{2} with 1 in the n^(“th “)\mathrm{n}^{\text {th }} place and zeroes else where prove that the set {u_(n)}\left\{\mathrm{u}_{\mathrm{n}}\right\} is an orthonormal basis for l^(2)l^{2}.
6 a) Let X=C[0,1]X=C[0,1] with Sup norm defined by ||f||=Sup{|f(x)|}\|f\|=\operatorname{Sup}\{|f(x)|\}.
xin[0,1]\mathrm{x} \in[0,1]
Let T\mathrm{T} be a linear map defined on X\mathrm{X} by T(f)=f((1)/(2))\mathrm{T}(\mathrm{f})=\mathrm{f}\left(\frac{1}{2}\right).
Show that T\mathrm{T} is a bounded linear map such that ||T||=1\|\mathrm{T}\|=1.
b) Define Eigen Spectrum of a bounded linear operator on a Banach space. Show that the eigen spectrum of the operator T\mathrm{T} on l^(2)l^{2} given by T(alpha_(1),alpha_(2)dots)=(0,alpha_(1),alpha_(2)dots)\mathrm{T}\left(\alpha_{1}, \alpha_{2} \ldots\right)=\left(0, \alpha_{1}, \alpha_{2} \ldots\right) is empty.
c) Let ||*||\|\cdot\| be a norm on a linear space XX. if x,y in Xx, y \in X and ||x+y||=||x||+||y||\|x+y\|=\|x\|+\|y\|, then show that ||sx+ty||=s||x||+t||y||\|s x+t y\|=s\|x\|+t\|y\| for all s >= 0,t >= 0s \geq 0, t \geq 0.
a) Let XX be an inner product space with the inner product given by <<, >>. For x in Xx \in X, define the function ||*||:X rarr K\|\cdot\|: X \rightarrow K given by ||x||=<x,-x > 1//2\|x\|=<x,-x>1 / 2, the non negative square root of < x,x ><\mathrm{x}, \mathrm{x}>. Show that ||*||:XrarrK\|\cdot\|: \mathrm{X} \rightarrow \mathrm{K} defines a norm on X\mathrm{X} and I < (x,y) > I <= ||x||||y||\mathrm{I}<(\mathrm{x}, \mathrm{y})>\mathrm{I} \leq\|\mathrm{x}\|\|\mathrm{y}\| for all x,yinX\mathrm{x}, \mathrm{y} \in \mathrm{X}. Also show that for all x,yinX\mathrm{x}, \mathrm{y} \in \mathrm{X}, ||x+y||^(2)+||x-y||^(2)=2(||x||^(2)+||y||^(2))\|x+y\|^{2}+\|x-y\|^{2}=2\left(\|x\|^{2}+\|y\|^{2}\right).
b) Let X\mathrm{X} be a vector space. Let ||*||^(1)\|\cdot\|^{1} and ||*||^(2)\|\cdot\|^{2} be two norms on X\mathrm{X}. When are these norms said to be equivalent? Justify your answer.
Let X=R^(3)\mathrm{X}=\mathbb{R}^{3}. For x=(x_(1),x_(2),x_(3))\mathrm{x}=\left(\mathrm{x}_{1}, \mathrm{x}_{2}, \mathrm{x}_{3}\right).
Let ||x||^(1)=|x_(1)|+|x_(2)|+|x_(3)|\|x\|^{1}=\left|x_{1}\right|+\left|x_{2}\right|+\left|x_{3}\right|
Show that ||*||^(1)\|\cdot\|^{1} and ||*||^(1)\|\cdot\|^{1} are equivalent.
a) Let X=L^(2)[0,2pi]X=L^{2}[0,2 \pi] and u_(n)(t)=(e^(“int “))/(sqrt(2pi)),t in{-pi,pi},n in Zu_{n}(t)=\frac{e^{\text {int }}}{\sqrt{2 \pi}}, t \in\{-\pi, \pi\}, n \in Z. Show that the set E={u_(1),u_(2)dots}\mathrm{E}=\left\{\mathrm{u}_{1}, \mathrm{u}_{2} \ldots\right\} is an orthonormal set in X\mathrm{X}.
b) Let H\mathrm{H} be a Hilbert space. For any subset A\mathrm{A} of H\mathrm{H}, define A^(_|_)\mathrm{A}^{\perp}. If AsubeBsubeH\mathrm{A} \subseteq \mathrm{B} \subseteq \mathrm{H}, then show that:
State conditions on A\mathrm{A} so that A^(⊥⊥)=A\mathrm{A}^{\perp \perp}=\mathrm{A}.
c) Let X=C^(‘)[0,1]\mathrm{X}=\mathrm{C}^{\prime}[0,1] and Y=C[0,11]\mathrm{Y}=\mathrm{C}[0,11] and let T:XrarrY\mathrm{T}: \mathrm{X} \rightarrow \mathrm{Y} be the linear operator from X\mathrm{X} to YY given by T(f)=f^(‘)T(f)=f^{\prime}, the derivative of ff on [0,1][0,1]. Show that TT is not continuous.
a) Let X\mathrm{X} and Y\mathrm{Y} be Banach spaces and F:XrarrY\mathrm{F}: \mathrm{X} \rightarrow \mathrm{Y} be a linear map which is continuous and open. Will F\mathrm{F} always be closed? Will F\mathrm{F} be always surjective? Give reasons for your answer.
b) Check whether the identity map on an infinite dimensional space is compact.
c) Define A:C^(3)rarrC^(3)\mathrm{A}: \mathbb{C}^{3} \rightarrow \mathbb{C}^{3} by A(z_(1),z_(2),z_(3))=(izz_(1),e^(2i)z_(2),z_(3))\mathrm{A}\left(\mathrm{z}_{1}, \mathrm{z}_{2}, \mathrm{z}_{3}\right)=\left(\mathrm{iz} \mathrm{z}_{1}, \mathrm{e}^{2 \mathrm{i}} \mathrm{z}_{2}, \mathrm{z}_{3}\right).
Check whether AA is i) self adjoint, ii) unitary.
a) Let A:X_(0)subeXrarrY\mathrm{A}: \mathrm{X}_{0} \subseteq \mathrm{X} \rightarrow \mathrm{Y} be a closed operator where X\mathrm{X} and Y\mathrm{Y} are Banach spaces.
Then show that the norm ||*||_(A)\|\cdot\|_{\mathrm{A}} is complete.
b) Find a bounded linear functional f\mathrm{f} on ℓ^(3)\ell^{3} such that f(e_(3))=3\mathrm{f}\left(\mathrm{e}_{3}\right)=3 and ||f||=3\|\mathrm{f}\|=3.
c) Prove that l^(1)subl^(2)l^{1} \subset l^{2}. If: T:(l^(2),||*||_(2))rarr(l^(1),||*||_(2))\mathrm{T}:\left(l^{2},\|\cdot\|_{2}\right) \rightarrow\left(l^{1},\|\cdot\|_{2}\right) is a compact operator, show that: T:(l^(2),||*||_(2))rarr(l^(2),||*||_(2))\mathrm{T}:\left(l^{2},\|\cdot\|_{2}\right) \rightarrow\left(l^{2},\|\cdot\|_{2}\right) is also compact.
State whether the following statements are true or false. Justify with a short proof or a counter example.
a) The space l^(3)l^3 is a Hilbert space
Answer:
Statement: The space l^(3)l^3 is a Hilbert space.
Justification:
A Hilbert space is a complete inner product space. That is, it is a vector space equipped with an inner product that is complete in the metric induced by the inner product.
The space l^(3)l^3 consists of all sequences (x_(1),x_(2),x_(3),dots)(x_1, x_2, x_3, \ldots) such that sum_(n=1)^(oo)|x_(n)|^(3) < oo\sum_{n=1}^{\infty} |x_n|^3 < \infty.
Inner Product: We can define an inner product on l^(3)l^3 as follows:
(:x,y:)=sum_(n=1)^(oo)x_(n) bar(y_(n))\langle x, y \rangle = \sum_{n=1}^{\infty} x_n \overline{y_n}
This definition satisfies the properties of an inner product (conjugate symmetry, linearity, and positive-definiteness).
Completeness: The space l^(3)l^3 is not complete with respect to this inner product. To see this, consider the sequence of sequences x^((k))=(1,(1)/(2),dots,(1)/(k),0,0,dots)x^{(k)} = (1, \frac{1}{2}, \ldots, \frac{1}{k}, 0, 0, \ldots). Each x^((k))x^{(k)} is in l^(3)l^3, but its limit as k rarr ook \to \infty, which is the sequence (1,(1)/(2),(1)/(3),dots)(1, \frac{1}{2}, \frac{1}{3}, \ldots), is not in l^(3)l^3 because sum_(n=1)^(oo)((1)/(n))^(3)=oo\sum_{n=1}^{\infty} \left(\frac{1}{n}\right)^3 = \infty.
Therefore, l^(3)l^3 is not a Hilbert space because it is not complete with respect to the inner product.
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b) Any non zero bounded linear functional on a Banach space is an open map.
Answer:
Statement: Any non-zero bounded linear functional on a Banach space is an open map.
Justification:
A map T:X rarr YT: X \to Y between topological spaces is said to be open if the image of every open set in XX under TT is open in YY.
Let XX be a Banach space and f:X rarrRf: X \to \mathbb{R} (or C\mathbb{C}) be a non-zero bounded linear functional. We want to show that ff is an open map.
Boundedness: Since ff is bounded, there exists a constant C > 0C > 0 such that |f(x)| <= C||x|||f(x)| \leq C \|x\| for all x in Xx \in X.
Non-Zero: ff is non-zero, which means there exists some x_(0)in Xx_0 \in X such that f(x_(0))!=0f(x_0) \neq 0.
Open Map: Consider an open ball B(x,epsilon)B(x, \epsilon) in XX centered at xx with radius epsilon > 0\epsilon > 0. We want to show that f(B(x,epsilon))f(B(x, \epsilon)) is an open set in R\mathbb{R} (or C\mathbb{C}).
Take y in f(B(x,epsilon))y \in f(B(x, \epsilon)). Then there exists z in B(x,epsilon)z \in B(x, \epsilon) such that f(z)=yf(z) = y.
Since z in B(x,epsilon)z \in B(x, \epsilon), we have ||z-x|| < epsilon\|z – x\| < \epsilon.
Using linearity and boundedness of ff, we get |f(z)-f(x)| <= C||z-x|| < C epsilon|f(z) – f(x)| \leq C \|z – x\| < C \epsilon.
This means y=f(z)y = f(z) lies in an open interval (f(x)-C epsilon,f(x)+C epsilon)(f(x) – C \epsilon, f(x) + C \epsilon) which is contained in f(B(x,epsilon))f(B(x, \epsilon)).
Thus, f(B(x,epsilon))f(B(x, \epsilon)) contains an open interval around every point yy in it, making f(B(x,epsilon))f(B(x, \epsilon)) an open set. Therefore, ff is an open map.
In conclusion, the statement “Any non-zero bounded linear functional on a Banach space is an open map” is true, and we have justified it with a short proof.
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c) Every bounded linear map on a complex Banach space has an eigen value.
Answer:
Statement: Every bounded linear map on a complex Banach space has an eigenvalue.
Justification:
The statement is false.
An eigenvalue lambda\lambda for a bounded linear map T:X rarr XT: X \to X on a complex Banach space XX is a complex number such that there exists a non-zero vector x in Xx \in X satisfying T(x)=lambda xT(x) = \lambda x.
Counterexample:
Consider the right shift operator T:ℓ^(2)rarrℓ^(2)T: \ell^2 \to \ell^2 on the complex Banach space ℓ^(2)\ell^2 of square-summable sequences. The operator TT is defined as follows:
Let’s assume, for the sake of contradiction, that TT has an eigenvalue lambda\lambda and corresponding eigenvector x=(x_(1),x_(2),x_(3),dots)x = (x_1, x_2, x_3, \ldots) such that T(x)=lambda xT(x) = \lambda x.
This implies 0=lambdax_(1)0 = \lambda x_1, x_(1)=lambdax_(2)x_1 = \lambda x_2, x_(2)=lambdax_(3)x_2 = \lambda x_3, and so on. Since xx is assumed to be a non-zero eigenvector, x_(1)!=0x_1 \neq 0, which implies lambda=0\lambda = 0. But this contradicts the fact that x_(1)=lambdax_(2)x_1 = \lambda x_2 because x_(1)x_1 cannot be zero.
Therefore, the right shift operator TT on ℓ^(2)\ell^2 does not have an eigenvalue, disproving the statement.
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d) The image of a Cauchy sequence under a bounded linear map is also a Cauchy sequence.
Answer:
Statement: The image of a Cauchy sequence under a bounded linear map is also a Cauchy sequence.
Justification:
The statement is true.
Let (x_(n))(x_n) be a Cauchy sequence in a normed space XX, and let T:X rarr YT: X \to Y be a bounded linear map into another normed space YY. We want to show that (T(x_(n)))(T(x_n)) is a Cauchy sequence in YY.
Proof:
Bounded Linear Map: Since TT is bounded, there exists a constant M > 0M > 0 such that ||T(x)|| <= M||x||\| T(x) \| \leq M \| x \| for all x in Xx \in X.
Cauchy Sequence: Given any epsilon > 0\epsilon > 0, there exists NN such that for all m,n >= Nm, n \geq N, ||x_(m)-x_(n)|| < (epsilon )/(M)\| x_m – x_n \| < \frac{\epsilon}{M}.
Therefore, (T(x_(n)))(T(x_n)) is a Cauchy sequence in YY, proving the statement.
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e) If A\mathrm{A} is a bounded linear operator on a Hilbert space such that AA^(**)=I\mathrm{AA}^*=\mathrm{I}, then A^(**)A=I\mathrm{A}^* \mathrm{~A}=\mathrm{I}.
Answer:
Statement: If A\mathrm{A} is a bounded linear operator on a Hilbert space such that AA^(**)=I\mathrm{AA^*} = \mathrm{I}, then A^(**)A=I\mathrm{A^*A} = \mathrm{I}.
Justification:
The statement is true.
Proof:
Given Condition: We are given that A\mathrm{A} is a bounded linear operator on a Hilbert space HH and AA^(**)=I\mathrm{AA^*} = \mathrm{I}.
Identity Operator: I\mathrm{I} is the identity operator on HH.
To Prove: We need to show that A^(**)A=I\mathrm{A^*A} = \mathrm{I}.
Step 1: Take any x in Hx \in H and consider A^(**)x\mathrm{A^*}x. We have
A(A^(**)x)=(AA^(**))x=Ix=x\mathrm{A} (\mathrm{A^*} x) = (\mathrm{AA^*}) x = \mathrm{I} x = x
This shows that A^(**)x\mathrm{A^*} x is in the range of A\mathrm{A}.
Step 2: Now consider A^(**)(Ax)\mathrm{A^*} (\mathrm{A} x). We have
A^(**)(Ax)=(A^(**)A)x\mathrm{A^*} (\mathrm{A} x) = (\mathrm{A^* A}) x
Since A^(**)x\mathrm{A^*} x is in the range of A\mathrm{A}, we can write A^(**)(Ax)=x\mathrm{A^*} (\mathrm{A} x) = x.
Step 3: Combining Steps 1 and 2, we get
A^(**)(Ax)=xLongrightarrow(A^(**)A)x=xLongrightarrow(A^(**)A-I)x=0\mathrm{A^*} (\mathrm{A} x) = x \implies (\mathrm{A^* A}) x = x \implies (\mathrm{A^* A} – \mathrm{I}) x = 0
for all x in Hx \in H.
Step 4: Since (A^(**)A-I)x=0(\mathrm{A^* A} – \mathrm{I}) x = 0 for all x in Hx \in H, it follows that A^(**)A=I\mathrm{A^* A} = \mathrm{I}.
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