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.
Using linear transformation reflection to find rotation
Homework Statement
Let T1 be the reflection about the line −4x−1y=0 and T2 be the reflection about the line 4x−5y=0 in the euclidean plane.
The standard matrix of T1 \circ T2 is what?
Thus T1 \circ T2 is a counterclockwise rotation...
Homework Statement
So there's a linear transformation T: ℝ3 → ℝ4, standard matrix A that satisfies
det(A e1) = 5, det (A e2) = 4, det (A e3) = 5 and det (A e4) = 5
If S is the unit sphere, find the 3-dimensional volume of T(S).
Homework Equations
Volume of sphere = 4/3 * pi * r^3...
Hi
We have a linear transformation g : ℝ^2x2 → ℝ g has U as kernel,
U: the 2x2 symmetric matrices
(ab)
(bc)
A basis for U is
(10)(01)(00)
(01)(10)(01)I thought this would be easy but I've been sitting with the problem for a while and I have no clue on how to solve it...
Homework Statement
Define L: R(mxm) to R(nxn). If L(A)=L(B), prove or disprove that det(A)=det(B).
Homework Equations
The Attempt at a Solution
I think I can prove that this is true.
L(A)=L(B) means that L(A)-L(B)=L(A-B)=0.
Now let C be the matrix representation of L. We...
Let T:V->V be a linear operator on an n-dimensional vector space. Prove that exactly one of the following statements holds:
(i) the equation T(x)=b has a solution for all vectors b in V.
(ii) Nullity of T>0
The problem is attached. The problem is "find a basis for the range of the linear transformation T."
p(x) are polynomials of at most degree 3. R(T)={p''+p'+p(0) of atmost degree 2}
This is pretty much as far as I got. I'm not sure how to do the rest.
I'm thinking of picking a...
Suppose that T1: V → V and T2: V → V are
linear operators and {v1, . . . , vn} is a basis for V .
If T1(vi) = T2(vi ), for each i = 1, 2, . . . , n, show
that T1(v) = T2(v) for all v in V .
I don't understand this question.
They said If T1(vi) = T2(vi ), for each i = 1, 2, . . . , n...
I attached the problem. I'm not sure if I'm misinterpreting the question, but this problem seems really easy, which is usually not the case with my class.
for part a) isn't that just the coefficient matrix of the right hand side?
This makes A:
1 -2
3 1
0 2
for part b) T(e1)=T[1...
The problem statement has been attached.
To show that T : V →R is a linear function
It must satisfy 2 conditions:
1) T(cv) = cT(v) where c is a constant
and
2) T(u+v) = T(u)+T(v)
For condition 1)
T(cv)=∫cvdx from 0 to 1 (I don't know how to put limits into the integral...
Let A be a nxn matrix corresponding to a linear transformation.
Is it true that A is invertible iff A is onto? (ie, the image of A is the entire codomain of the transformation)
In other words, is it sufficient to show that A is onto so as to show that A is invertible?
That was what my...
Homework Statement
Let A \in M_n(F) and v \in F^n.
Let v, Av, A^2v, ... , A^{k-1}v be a basis, B, of V.
Let T:V \rightarrow V be induced by multiplication by A:T(w) = Aw for w in V. Find [T]_B, the matrix of T with respect to B.
Thanks in advance
Homework Equations...
Homework Statement
Find the Matrix M which represents the reflection about the line L given by the equation y=(1/2)x. By two methods:
a) By writing the composition as a composition of rotations and reflections about the x-axis. Note that the line L makes an angle of pi/6 with the x-axis...
How important are linear transformations in linear algebra? In some texts linear transformations are introduced first and then the idea of a matrix. In other books linear transformations are relegated to being an application of matrices. What is the best way of introducing linear transformation...
How important are linear transformations in linear algebra? In some texts linear transformations are introduced first and then the idea of a matrix. In other books linear transformations are relegated to being an application of matrices. What is the best way of introducing linear transformation...
Can we think of a linear transformation from R^m-->R^n as mapping scalars to vectors?
Let me say what I mean. Say we have some linear transformation L from R^m to R^n which can be represented by a matrix as follows:
L=[ a11x1+a12x2+...+a1mx m
a21x1+...
.
.
.
anmx1+...+ anmxm...
Homework Statement
Give an example of a linear vector space V and a linear transformation L: V-> V that is 1.injective, but not surjective (or 2. vice versa)
Homework Equations
-If L:V-> V is a linear transformation of a finitedimensional vector space, then
L is surjective, L is...
Homework Statement
The vector A has length 8.5, and makes an angle of 5pi/19 with the x-axis.
The vector B has length 6, and makes an angle of 8pi/19 with the x-axis.
Find the matrix which rotates and dilates vector into vector .
Homework Equations
Rotation matrix in...
Hi, I'm not sure how else to phrase this.Let's say I have a linear transformation from R3 to R2. Let's assume in both spaces, I am using the standard topology with the standard euclidean distance metric. Does this mean that open sets in R3 will be mapped to open sets in R2 under this...
Linear transformation T:\,\mathbb{R}^3\,\to\,\mathbb{R}^4
Find the standard matrix A for T
T\left(x_1,x_2,x_3\right)\,=\,\left(x_1 + x_2 + x_3, x_2 + x_3, 3x_1 + x_2, 2x_2 + x_3\right)
\mathbf{v}\,=\,\begin{bmatrix}
x_1\\
x_2\\
x_3...
Homework Statement
Let V = Span{(1,1,0), (1,2,3)}. Define a linear transformation L: V => R^3 by L(1,1,0) = (1,0,0) and L(1,2,3) = (0,1,0). For any (x,y,z) element of V find L(x,y,z)
Homework Equations
The Attempt at a Solution
It seems like there should be some straightforward...
Homework Statement
Greetings, I have been stuck with this problem for a while, I thought maybe someone could give me some advice about it. Thanks a lot in advance.
If T is a linear transformation that goes from R^2 to R^2 given that T(v1)= -2v2 -v1 and
T(v2)=3v2.
and B =...
Homework Statement
Given a linear transformation f:V -> V on a finite-dimensional vector space V, show that there is a postive integer m such that im(f^m) and ker(f^m) intersect trivially.
Homework Equations
The Attempt at a Solution
Observe that the image and kernel of a linear...
Hello,
I'm given this linear transformation and I'm asked to do the typical calculations (kernel, image, dimensions, etc.) but there's one thing I'm not sure I understand, here's the exercise:
f(1,0,0)=(-1,-2,-3)
f(0,1,0)=(2,2,2)
f(0,0,1)=(0,1,2)
a) Is f invertible?
b)Find a basis of...
Sorry I feel like an idiot for asking this but why is part c and b not a linear transformation? The origin would still be (0,0) and it's an expression in x and y terms so I'm confused?
thanks
Bases of a Linear transformation (Kernel, Image and Union ?
http://dl.dropbox.com/u/33103477/1linear%20tran.png
For the kernel/null space
\begin{bmatrix}
3 & 1 & 2 & -1\\
2 & 4 & 1 & -1
\end{bmatrix} = [0]_v
Row reducing I get
\begin{bmatrix}
1 & 0 & \frac{7}{9} & \frac{-2}{9}\\
0 & 1...
Homework Statement
Let T be the linear transformation from P2 (R) to P3 (R) defined by
T(f)=14\int_{0}^{x}f(t)dt + 7x.f'(x)
for each
f(x)=ax^{2}+bx+c
Determine a basis {g1, g2, g3} for Im(T).
Homework Equations
as above
The Attempt at a Solution
I evaluated the...
Homework Statement
Let A be an 3x3 matrix so that A^3 = {3x3 zero matrix}. Assume there is a vector
v with [A^2][v] ≠ {zero vector}.
(a) Prove that B = {v; Av; [A^2]v} is a basis.
(b) Let T be the linear transformation represented by A in the stan-
dard basis. What is [T]B?
Homework...
http://dl.dropbox.com/u/33103477/linear%20transformations.png
My solution(Ignore part (a), this part (b) only)
http://dl.dropbox.com/u/33103477/1.jpg
http://dl.dropbox.com/u/33103477/2.jpg
So I have worked out the basis and for the kernel of L1 and image of L2, so I have U1 and U2...
I am working on a problem dealing with transformations of a vector and finding the basis of its kernel. Now I have worked out everything below but after reading the definitions I am a bit confused, hence just want verification if the procedure I am following is correct.
My transformed matrix is...
Homework Statement
Let A_{2x2} have all entries=1 and let T: M_{2x2}\rightarrowM_{2x2} be the linear transformation defined by T(B)=AB for all B\inM_{2x2}
Find the matrix C=[T]s,s, where S is the standard basis for M_{2x2}
My solution:
Standard basis for M_{2x2}={(1,0),(0,1)}...
Homework Statement
Is T(X,Y)->(X,Y,1) a linear transformation? where X and Y are defined R2 column vectors.
Homework Equations
Attempt to prove T(cX+Y)=cT(X)+T(Y)
Consider T(cx1+y1,cx2+y2)->(cx1+y1,cx2+y2,1)
The Attempt at a Solution
RS=cT(x1,y1)+T(x2,y2)->c(x1,y1,1)+(x2,y2,1)...
Homework Statement
Let T: R3-->R3, defined by T(x)= a x x
Give the standard matrix A of T, and explain why A is skew-symmetric.
Homework Equations
They define u x v as
u x v=(det [u2 u3/ v2 v3], det [u3 u1 /v3 v1], det [u1 u2/ v1 v2])
For any vectors u,v,w in R3...
Having a bit of trouble with this one. Can anyone help?
Many thanks.
Homework Statement
Q. L is the line x - y + 1 = 0. f is the transformation f: (x, y) ---> (x', y') where: x' = 2x - y & y' = y. Find f(L) and investigate if f(L) is parallel to L.
Homework Equations
The...
i am having trouble with some homework problems in my linear algebra course... the book is brescher and the teacher is sort of a rambling nutcase whose presentation of material is anything but 'linear', and very difficult for me to follow. similarly the book contains problems that i can't seem...
Homework Statement
Assume that T:C^0[-1,1] ---> ℝ. assume that T is a linear transformation that maps from the set of all continuous functions to the set of real numbers.
T(f(x)) = ∫f(x)dx from -1 to 1. is T one to one, is it onto, is it both or is it neither. Homework Equations
definition...
Homework Statement
Let s be the linear transformation
s: P2→ R^3 ( P2 is polynomial of degree 2 or less)
a+bx→(a,b,a+b)
find the matrix of s and the matrix of tos with respect to the standard basis for the domain
P2 and the standard basis for the codomain R^3
The Attempt at a...
I have got
t: P3 → P3
p(x) → p(x) + p(2)
and s: P3 → P2
p(x) → p’(x)
thus
s o t gives P3→ P2gives
p(x) → p’(x)
next part says :
use the composite rule to find a matrix representation of the linear transformation s o t when
t: P3 → P3
p(x) : p(x) + p(2)
and...
Homework Statement
The Attempt at a Solution
I: P(R) → P(R) such that I(a0+a1x + ... + anxn) = 0 + a0x + (a1x2)/2 + ... + (an xn+1)/(n+1)
Clearly this is just integration such that c = 0. It is easily shown that integration is a linear transformation, so I conclude that I is a...
Homework Statement
Homework Equations
The Attempt at a Solution
i have answered the first part, explained why its a basis
i think that i need to show that the N(T) = V alongside R(T) = W will give matrices that cannot be multiplied therefore T is the one that can't exist
not sure...
Homework Statement
Suppose A is an mxn matrix and b is a vector in R^m. Define a function T:R^n --> R^m by T(x) = Ax + b. Prove that if T is a linear transformation then b=0.
Homework Equations
For the second part of the question, a transformation is linear if:
1) T(u+v) = T(u) +...
Not too big of a question, it's more so just handling a certain presentation.
T: M2x2-->M2x2 defined by: T(A) = (A + AT)/2. So my question is, how do I handle the fraction considering it will be a matrix?
1. Say you have a linear transform from A to B, and where A has a higher dimension than B. How do you show that the kernel of the transform has more than one element (i.e. 0)? Also, if B has a higher dimension than A, then how to show that the transform isn't surjective?
2. The attempt at a...
Is there a short and simple proof of the Nullity - Rank Theorem which claims that if T: U->V is a linear transformation then rank(T)+Nullity(T)=n where n is the n dimension vector space U.
Hi,
My question is to show that the linear transformation T: M2x2(F) -> P2(F) defined by
T (a b c d) = (a-d) | (b-d)x | (c-d)x2
is surjective but not injective.
thanks in advance.
I need help with question from homework in linear algebra.
This question (linear transformation):
http://i43.tinypic.com/15reiic.gif
According to theorem dimensions:
dim(V) = dim(Ker(T)) + dim(Im(T)).
dim(Ker(T))=2.
dim(V) in R^4, meaning =4.
We can therefore conclude that dim(Im(T))=2.
But...
Linear transformation T: R3 --> R2
Homework Statement
Find the linear transformation T: R3 --> R2 such that:
T(1,0,0) = (2,1)
T(0,1,1) = (3,2)
T(1,1,0) = (1,4)
The Attempt at a Solution
I've been doing some exercises about linear transformations (rotations and reflections...