In mathematics, a linear map (also called a linear mapping, linear transformation, vector space homomorphism, or in some contexts linear function) is a mapping
V
→
W
{\displaystyle V\to W}
between two vector spaces that preserves the operations of vector addition and scalar multiplication. The same names and the same definition are also used for the more general case of modules over a ring; see Module homomorphism.
If a linear map is a bijection then it is called a linear isomorphism. In the case where
V
=
W
{\displaystyle V=W}
, a linear map is called a (linear) endomorphism. Sometimes the term linear operator refers to this case, but the term "linear operator" can have different meanings for different conventions: for example, it can be used to emphasize that
V
{\displaystyle V}
and
W
{\displaystyle W}
are real vector spaces (not necessarily with
V
=
W
{\displaystyle V=W}
), or it can be used to emphasize that
V
{\displaystyle V}
is a function space, which is a common convention in functional analysis. Sometimes the term linear function has the same meaning as linear map, while in analysis it does not.
A linear map from V to W always maps the origin of V to the origin of W. Moreover, it maps linear subspaces in V onto linear subspaces in W (possibly of a lower dimension); for example, it maps a plane through the origin in V to either a plane through the origin in W, a line through the origin in W, or just the origin in W. Linear maps can often be represented as matrices, and simple examples include rotation and reflection linear transformations.
In the language of category theory, linear maps are the morphisms of vector spaces.
I am trying to figure out what the matrix of this linear operator would be:
T:M →AMB where A, M, B are all 2X2 matrices with respect to the standard bases of a 2x2 matrix viz. e11, e12 e21 and e22. Any ideas? Il know it should be 2X8 matrix. I am trying to teach myself Abstract algebra using...
Homework Statement
Suppose that T:W -> W is a linear transformation such that Tm+1 = 0 but Tm ≠ 0. Suppose that {w1, ... , wp} is basis for Tm(W) and Tm(uk) = wk, for 1 ≤ k ≤ p. Prove that {Ti(uk) : 0 ≤ i ≤ m, 1 ≤ j ≤ p} is a linearly independent set.Homework Equations
The Attempt at a Solution...
Homework Statement
Let x=(x1,x2,x3), Ax:=(x2-x3,x1,x1+x3), Bx:=(x2,2x3,x1)
Find: (3B+2A2)x.
Homework Equations
The Attempt at a Solution
Warning: I have no idea what I'm doing!
(3B+2A2)x = 3Bx+2A2x
3Bx = (3x2,6x3,3x1)
Now to find 2A2x. Considering that an index has a...
Given a vector v\in H: R2->R3 which is a function from R2 to R3, and an operator G: H->H on the space H in which v lives, what is the most commonly used symbol to refer to this mapping, i.e., G(v)=G\otimes v or something else?
Homework Statement
Let [e_{j}:j\in N] be an orthonormal set in a Hilbert space H and \lambda_{k} \in R with \lambda_{k} \rightarrow 0
Then show that Ax=\sum_{j=1}^{\infty} \lambda_{j}(x,e_{j})e_{j}
Defines a compact self adjoint operator H \rightarrow H
The Attempt at a Solution...
Homework Statement
Let T: \ell^{2} \rightarrow \ell be defined by
T(x)=x_{1},\frac{1}{2}x_{2},\frac{1}{3}x_{3},\frac{1}{4}x_{4},...}
Show that the range of T is not closed
The Attempt at a Solution
I figure that I need to find some sequence of x_{n} \rightarrow x such that...
I don't know how to start this problem. Since it's a bi-implication, I need to show each statement implies the other. I started playing around with the definitions of inner product and norm directly, but it's not going anywhere...
Homework Statement
Let T be a linear operator on an inner product space V and W be a T-invariant subspace of V. If W is both T and T* invariant, prove that (T_{W})* = (T*)_{W}. Note that T_{W} denotes the restriction of T to W
Homework Equations
\forallx\inW, T_{W}(x) = T(x)...
Homework Statement
Let T be a linear operator on a finite dimensional vector space V. Suppose ||T(x)|| = ||x|| for all x in V, prove that T is one to one.
Homework Equations
||T(x)||^2 = <T(x),T(x)>
||x||^2 = <x,x>
The Attempt at a Solution
Suppose T(x) = T(y) x, y in V
Then...
Homework Statement
Verify that any square matrix is a linear operator when considered as a linear transformation.
Homework Equations
The Attempt at a Solution
If a square matrix A\inℂ^{n,n} is a linear operator on the vector space C^{n}, where n ≥ 1, then the square matrix A is...
Homework Statement
Let L be a linear operator such that:
L[1, 1, 1, 1] = [2, 1, 0, 0]
L[1, 1, 1, 0] = [0, 2, 1, 0]
L[1, 1, 0, 1] = [1, 2, 0, 0]
L[1, 0, 1, 1] = [2, 1, 0, 1]
a) Find [L]
b) Compute L[1, 2, 3, 4]
Homework Equations
The Attempt at a Solution
I used another...
I'm having difficulty understanding the concepts presented in the following question.
I'm given a matrix,
[2,4,1,2,6; 1,2,1,0,1; ,-1,-2,-2,3,6; 1,2,-1,5,12], which is the matrix representation of a linear operator from R5 to R4.
The question asks me to find a basis of the image and the...
T is a linear operator from the space of 2 by 2 matrices over the complex plane to the complex plane, that is
T: mat(2x2,C)\rightarrowC, given by
T[a b; c d] = a + d
T operates on a 2 by 2 matrix with elements a, b, c, d, in case that isn't entirely clear. So T gives the trace of the...
Let P belongs to Mnn be a nonsingular matrix and Let L:Mnn>>>Mnn be given by L(A) = P^-1AP for all A in Mnn. Prove that L is an invertible linear operator.
I have no clues how to start this question.
What do I need to prove for this question? and why
Homework Statement
Let T be a linear operator on a vector space V,and let W be a T-invariant subspace of V.Define \ddot{T}:V⁄W→V⁄W by \ddot{T}(v+W)=T(v)+W for any v+W∈V⁄W.
Prove that if both TW and \ddot{T} are diagonisable and have no common eigenvalues, then T is diagonisable.
Homework...
Homework Statement Let L(x) a linear operator defined by setting the diagonal elements of x to zero. What will be the representation of this operator to the following basis set? x E X. X denote the set of all real symmetric 3x3 matrices. Homework Equations
L*y=x
L=x*inv(y)...
Hi,
If T is a bounded linear operator on a Hilbert space, what can we say about the spectra of T and T* (\sigma(T)=\{\lambda:T-\lambda I is not invertible})?
Homework Statement
Much as the title says, I need to construct an example of a linear operator on Hilbert space with empty spectrum. I can very easily construct an example with empty point-spectrum (e.g. the right-shift operator on l_2), but this has very far from empty spectrum.
If I...
I just want to test/verify my knowledge of change of basis in a linear operator.. (it's not a homework question).
Suppose I have linear operator mapping R^2 into R^2, and expressed in the canonical basis (1,0), (0,1). Suppose (for the sake of discussion) that the linear operator is given by...
Technically this isn't homework, but just something I saw another user state without proof in a very different thread. I believe, however, that it is specific enough to pass as a "homework question" so I thought I'd pretend that it was and post it here, because I'm getting a bit frustrated with...
Homework Statement
Let T be a linear operator on an inner product space V. Prove that
||T(x)|| = ||x|| for all xεV iff <T(x),T(y)> = <x,y> for all x,yεV
Homework Equations
The Attempt at a Solution
<T(x),T(y)> = <x,y> so <x,T^*T(y)> =<x,y>
This seems too simple. What...
Homework Statement
Show that any linear operator \hat{O} can be decomposed as \hat{O}=\hat{O}'+i\hat{O}'', where \hat{O}' and \hat{O}'' are Hermitian operators.
Homework Equations
Operator is Hermitian if:
T=T^{\dagger}The Attempt at a Solution
I don't know where to start :\ Should I try...
Homework Statement
Let L be the operator on P_3(x) defined by
L(p(x)) = xp'(x)+p"(x)
if p(x) = a_0(x)+a_1(x)+a_2(1+x^2) calculate L^n(p(x))
Homework Equations
stuck between 2 possible solutions
i) as powers of x decrease the derivatives of p(x) increase
ii) as derivatives...
I have been re-reading some linear analysis the last week, and I have been playing around a bit with the linear subspace of \mathbb{R}^\mathbb{R} that you get with the basis {sin x, cos x}. It didn't take me long to realize that the family of transformations parametrized by theta T_\theta ...
Homework Statement
Let T, linear operator on non fin. dim. Vector Space over field of complex numbers such that there exists T*, adjoint of T.
If <T(x),x> = 0 for all x in V then T=T_0
T_0 s.t. T_0(x)=0 for all x in V
2. The attempt at a solution
Consider <T(x''),x''> s.t. x''=x' + y...
If L is the following first-order linear differential operator
L = p(x) d/dx
then determine the adjoint operator L* such that
integral from (a to b) [uL*(v) − vL(u)] dx = B(x) |from b to a|
What is B(x)?
sorry.. on my book there's only self-adjointness
i don't quiet understand what is...
Homework Statement
T is a linear operator on a finite dimensional vector space. then N(T*T)=N(T). the null space are equal.
Homework Equations
The Attempt at a Solution
this is my method, but its does not work if dim(R(T))=0. I'm only concerned with showing
N(T*T) \subseteq...
I have a question about the invertibility of a linear operator T.
In Friedberg's book, Theorem 6.18 (c) claims that if B is an orthonormal basis for a finite-dimensional inner product space V, then T(B) is an orthonromal basis for V.
I don't understand the proof, I think the book only...
Hello,
If f is a morphism between two vector spaces, we say it is linear if we have:
1) f(x+y) = f(x) + f(y)
2) f(ax) = af(x)
Now, if f is the convolution operator \ast , we have a binary operation, because convolution is only defined between two functions.
Can we still talk about linearity in...
I would be grateful for some help/tips/with this question.
Let (V,<,>) be a complex inner product space with an orthonormal basis {v1,v2,...vn}. Let L:V------>V be a linear operator. Explain what is meant by saying that L is self-adjoint. Let A=a_ij be the matrix representing L with respect...
Homework Statement
Let V be a finite-dimensional vector space over the field F and let S and T
be linear operators on V. We ask: When do there exist ordered bases a and b
for V such that [S]a = [T]b? Prove that such bases exist if and only if there is
an invertible linear operator U on V...
Homework Statement
Given a linear operator T, show that if rank(T^2)=rank(T), then the range and null space are disjoint.
So I know that I can form a the same basis for range(T^2) and range(T), but I'm not sure where to go from there.
It seems to me that http://en.wikipedia.org/wiki/Schur_decomposition" relies on the fact that every linear operator must have at least one eigenvalue...but how do we know this is true?
I have yet to find a linear operator without eigenvalues, so I believe every linear operator does have at...
Homework Statement
Show that the range \mathcal{R}(T) of a bounded linear operator T: X \rightarrow Y is not necessarily closed.
Hint: Use the linear bounded operator T: l^{\infty} \rightarrow l^{\infty} defined by (\eta_{j}) = T x, \eta_{j} = \xi_{j}/j, x = (\xi_{j}).
Homework Equations...
Definitions: A linear operator T on a finite-dimensional vector space V is called diagonalizable if there is an ordered basis B for V such that [T]_B is a diagonal matrix. A square matrix A is called diagonalizable if L_A is diagonalizable.
We want to determine when a linear operator T on a...
Homework Statement
For each of the following inner product spaces V (over F) and linear transformation g:=V \rightarrow F, find a vector y such that g(x) = <x,y> for all x element of V.
The particular case I'm having trouble with is:
V=P2(R), with <f,h>=\int_0^{1} f(t)h(t)dt ...
Homework Statement
Let V be an inner product space and T:V->V a linear operator. Prove that if T is normal, then T and T* have the same kernel (T* is the adjoint of T).
Homework Equations
The Attempt at a Solution
Let us assume x is in the kernel of T. Then, TT*x =T*Tx = T*0= 0...
Let T is a linear transformation from a vector space V to V itself. The dimension of V, denoted by dim(V), is finite.
If the rank of T, denoted by rk(T), is equivalent to the rank of TT, i.e., rk(T)=rk(TT)
why is the intersection of image of T(denoted by im(T)) and the kernel of T(denoted...
Homework Statement
Let
1 \leq p \leq \infty and let (X,\Omega, \mu)
be a \sigma-finite measure space.
For \phi \in L^\infty(\mu) , define M_\phi on L^p(\mu) by M_\phi f = \phi f \forall f \in L^(X,\Omega,\mu).
I need to find the following:
\sigma(M_\phi) , \sigma_ap(M_\phi), and...
Homework Statement
Show that if an operator A satisfies A2 - A + I = 0 then A has an inverse. Express A-1 as a simple polynomial of A. Homework Equations
I'm not sure that this is relevant, but A-1=1/(detA)TrC where TrC is the transpose of the matrix of cofactors. Also:
If detA = 0 then the...
Statement
Let S be a linear operator S: U-> U on a finite dimensional vector space U.
Prove that Ker(S) = Ker(S^2) if and only if Im(S) = Im(S^2)
So, I'm really not sure about how to prove this properly. I have a few ideas, but this one seemed to make sens intuitively to me. So, I'm...
Butkov's book present the theory of linear operators this way:
Suppose a linear operator \alpha transforms a basis vector
\hat{\ e_i} into some vector \hat{\ a_i}.That is we have
\alpha\hat{\ e_i}=\hat{\ a_i}......(A)
Now the vectors \hat{\ a_i} can be represented by its co-ordinates...
[b]1. Let T be the linear operator on R^n that has the given matrix A relative to the standard basis. Find the spectral decomposition of T.
A=
7, 3, 3, 2
0, 1, 2,-4
-8,-4,-5,0
2, 1, 2, 3
[b]3. eigen values are 1 (mulitplicity 1), -1 (mult. 1), 3 (mult. 2). And associated eigen...
Homework Statement
Let V be a vector space of dimension n. And the linear operators E=A^0, A^1, A^2, ... A^(n-1) are linearly independent. Prove that there exists a v in V such that V=<v, Av, A^2v, ..., A^(n-1)v>
Homework Equations
The Attempt at a Solution
Here are something that...
Homework Statement
Let V be a finite vector space, and A, B be any two linear operator. Prove that,
rank A = rank B + dim(Im A \cap Ker B)
The Attempt at a Solution
Since rank A = dim I am A
dim(Im B)+ dim(Ker B)=dim V
dim(Im A + Ker B)=dim(Im A)+dim(Ker B)-dim(Im A \cap Ker B)
It...
Homework Statement
http://img389.imageshack.us/img389/9272/33055553mf5.png
The Attempt at a Solution
Via induction: for n=1 equality holds now assume that Vn=Jn.
I introduce a dummy variable b and the fundamental theorem of calculus and change order of integration:
V_{n+1}f(t)...
Greetings,
can someone check if I'm doing this correctly?
I have to find the standard matrix for the linear operator T defined by the formula.
For example,
T(x1,x2,x3) = (x1 + 2x2 + x3, x1+ 5x2, x3)
Is the matrix I want just simply,
T =
1 2 1
1 5 0
0 0 1
I'm basing this...
Homework Statement
Suppose T \in L(\textbf{C}^3) defined by T(z_{1}, z_{2}, z_{3}) = (z_{2}, z_{3}, 0). Prove that T has no square root. More precisely, prove that there does not exist S \in L(\textbf{C}^3) such that S^{2} = T.
Homework EquationsThe Attempt at a Solution
I showed in a...