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.
Homework Statement
Let A:\mathbb R_2[x]\rightarrow \mathbb R_2[x] is a linear transformation defined as (A(p))(x)=p'(x+1) where \mathbb R_2[x] is the space of polynomials of the second order. Find all a,b,c\in\mathbb R such that the matrix \begin{bmatrix}
a & 1 & 0 \\
b & 0 & 1 \\
c & 0...
Hey,
I need help with part D2. My explanation is not right so I honestly do not know what I am suppose to write. My assignment is attached to this thread.
let's consider we have a linear transformation T: R^2->R^3 and alpha={ordered basis of R^2} and beta{ordered basis of R^3} and gama={v1,v2}, v1=(1,-1),v2=(2,-5). now I need to find [T]_gama(associated matrix)? When i read about it, i understood it as, first we have to find transformation of each...
1. Show that the map $\mathcal{A}$ from $\mathbb{R}^3$ to $\mathbb{R}^3$ defined by $\mathcal{A}(x,y,z) = (x+y, x-y, z)$ is a linear transformation. Find its matrix in standard basis.
2. Find the dimensions of $\text{Im}(\mathcal{A})$ and $\text{Ker}(\mathcal{A})$, and find their basis for the...
I'm confused about the notation
T:R^n \implies R^m
specifically about m. From my understanding if n=2 then (x1, x2). Are we transforming n=2 to another value m for example (x1, x2, x3)?
Homework Statement
Consider the linear transformation T from
V = P2
to
W = P2
given by
T(a0 + a1t + a2t2) = (−4a0 + 2a1 + 3a2) + (2a0 + 3a1 + 3a2)t + (−2a0 + 4a1 + 3a2)t^2
Let E = (e1, e2, e3) be the ordered basis in P2 given by
e1(t) = 1, e2(t) = t, e3(t) = t^2
Find the coordinate matrix...
Homework Statement
Find all values a\in\mathbb{R} such that vector space V=P_2(x) is the sum of eigenvectors of linear transformation L: V\rightarrow V defined as L(u)(x)=(4+x)u(0)+(x-2)u'(x)+(1+3x+ax^2)u''(x). P_2(x) is the space of polynomials of order 2.
Homework Equations
-Eigenvalues and...
Homework Statement
Check if L(p)(x)=(1+4x)p(x)+(x-x^2)p'(x)-(x^2+x^3)p''(x) is a linear transformation on \mathbb{R_2}[x]. If L(p)(x) is a linear transformation, find it's matrix in standard basis and check if L(p)(x) is invertible. If L(p)(x) is invertible, find the function rule of it's...
Homework Statement
The image of a linear transformation = columnspace of the matrix associated to the linear transformation.
More specifically though, given the transformation from Rn to Rm: from subspace X to subspace Y, the image of a linear transformation is equal to the set of vectors in X...
Homework Statement
Being ##f : \mathbb R^4\rightarrow\mathbb R^4## the endomorphism defined by:
$$f((x,y,z,t)) = (13x + y - 2z + 3t, 10y, 9z + 6t, 6z + 4t)$$
1) Determine the basis and dimension of ##Ker(f)## and ##Im(f)##. Complete the base chosen in ##Ker(f)## into a base of ##\mathbb R^4##...
Homework Statement
Question: What is the defect of a linear transformation?
2. The attempt at a solution
A defective matrix (of a linear transformation) is a matrix that doesn't have a complete basis of eigenvectors.
Does this mean that linearly dependent vectors of a matrix are called defects?
Homework Statement
Let A(l) =
[ 1 1 1 ]
[ 1 -1 2]
be the matrix associated to a linear transformation l:R3 to R2 with respect to the standard basis of R3 and R2. Find the matrix associated to the given transformation with respect to hte bases B,C, where
B = {(1,0,0) (0,1,0) , (0,1,1) }
C =...
Homework Statement
Prove that there exists only one linear transformation l: R3 to R2 such that:
l(1,1,0) = (2,1)
l(0,1,2) = (1,1)
l(2,0,0) = (-1,-3)
Find Ker(l), it's basis and dimension. Calculate l(1,2,-2)
Homework EquationsThe Attempt at a Solution
I still find linear transformations...
Homework Statement
Given the transformation fh : R 3 → R 3 defined by fh(x, y, z) = (x−hz, x+y −hz, −hx+z), where h ∈ R is a parameter.
a) Find, for all possible values of h, Ker(fh), Im(fh), their bases and dimensions.
b) Is fh an isomorphism for some value of h?
Homework Equations
Ax=o
The...
Alternate title: Is the textbook contradicting itself?
imgur link: http://i.imgur.com/3sTVgwr.jpg
But
imgur link: http://i.imgur.com/33Ufncb.jpg
So...it would appear that transposing has the property of linearity, but no matrix can achieve it...is transposing a linear transformation? The...
Mod note: Moved from Precalc section
1. Homework Statement
Given l : IR3 → IR3 , l(x1, x2, x3) = (x1 + 2x2 + 3x3, 4x1 + 5x2 + 6x3, x1 + x2 + x3), find Ker(l), Im(l), their bases and dimensions.
My language in explaining my steps is a little sloppy, but I'm trying to understand the process and...
Homework Statement
Hi this isn't really a question but more so understanding an example that was given to me that I not know how it came to it's conclusion. This is a question pertaining linear transformation for coordinate isomorphism between basis.
https://imgur.com/a/UwuACHomework Equations...
Homework Statement
I've posted a few of these recently. I have one question about this problem -- hopefully my calculations are correct.
f: R2 to P1, f(a,b)=b+a2x
Is this a linear transformation?
Homework Equations
f(u+v) = f(u) + f(v)
f(cu) = cf(u)
where u and v are vectors in R2 and c is...
Homework Statement
R2 to R1 f(x,y)=xy
Determine if the transformation is linear or not
Homework Equations
T(V1+V2) = T(V1) + T(V2)
T(cV1) = Tc(V1)
The Attempt at a Solution
If the function f(x,y) = xy we can define another function f(a,b)=ab
Therefore, f(x,y) = f(a,b), so xy=ab, so all...
Homework Statement
Homework EquationsThe Attempt at a Solution
I would just like to know what is being requested when it asks me to draw sketches in order to illustrate that T is linear. Does it have something to do with altering to position of the line L itself? Any help would be very much...
Homework Statement
Being T: ℝ2 → ℝ2 the linear operator which matrix in relation to basis B = {(-1, 1), (0, 1)} IS:
[T]b =
\begin{bmatrix}
1 & 0\\
-3 & 1
\end{bmatrix}
True or False: T(x,y) = (x, 3x+y) for all x,y∈ℝ?
Homework EquationsThe Attempt at a Solution 3
[/B]
So first I convert (x,y)...
Homework Statement
Suppose a linear transformation T: [P][/2]→[R][/3] is defined by
T(1+x)= (1,3,1), T(1-x)= (-1,1,1) and T(1-[x][/2])=(-1,2,0)
a) use the given values of T and linearity properties to find T(1), T(x) and T([x][/2])
b) Find the matrix representation of T (relative to standard...
Homework Statement
Let T:V→V be a linear operator on a vector space V over C:
(a) Give an example of an operator T:C^2→C^2 such that R(T)∩N(T)={0} but T is not a projection
(b) Find a formula for a linear operator T:C^3→C^3 over C such that T is a projection with R(T)=span{(1,1,1)} and...
Homework Statement
[/B]
Find a 2 x 2 matrix that maps e1 to –e2 and e2 to e1+3e2Homework Equations
[/B]
See the above notesThe Attempt at a Solution
[/B]
I am making a pig's ear out of this one.
I think I can get e1 to –e2
3 -1
1 -3
but as far as getting it to reconcile a matrix like...
hi guys :D
im having trouble with this proof, any hints?
let V be a vector space over a field F and let T1, T2: V--->V be linear transformations
prove that
Let G be a non-empty open connected set in Rn, f be a differentiable function from G into R, and A be a linear transformation from Rn to R. If f '(a)=A for all a in G, find f and prove your answer.
I thought of f as being the same as the linear transformation, i.e. f(x)=A(x). Is this true?
Homework Statement
X ={(x1,x2,x2 −x1,3x2):x1,x2 ∈R}
f(x1,x2,x2 −x1,3x2)=(x1,x1,0,3x1)
1. Find a basis for X.
2. Find dim X.
3. Find ker f and I am f
4. Find bases for ker f and I am f
5. Is f a bijection? Why?
6. Find a diagonal matrix for f.Homework EquationsThe Attempt at a Solution
1. Put...
X ={(x1,x2,x2 −x1,3x2):x1,x2 ∈R}
f(x1,x2,x2 −x1,3x2)=(x1,x1,0,3x1)
1. Find a basis for X.
2. Find dim X.
3. Find ker f and I am f
4. Find bases for ker f and I am f
5. Is f a bijection? Why?
6. Find a diagonal matrix for f.
My attempt:
1. (1, 1, 0, 3) and (1, 2, 1, 6)
2. Dim X = 2
3. Ker f = 0...
Homework Statement
Find the domain, target space, image, rank and nullity of the linear transformation T(A)=Av, where v= (1, 2) and A is any 2×2matrix.
Homework Equations
The Attempt at a Solution
I believe I know the domain (R2x2 vector space) and target space (R2), but I am not sure how to...
Linear transformation D:Psub2 to Psub2 defined by
D( Asub0 + Asub1x + Asub2x^2) = Asub1 + 2Asub2x
Find the matrix of this linear transformation with respect to the
ordered bases C to C, where C= { 1-x , 1+ x, x^2 }
I know that D stands for differentiating .
D prime is Asub1 + 2Asub2x
I...
Homework Statement
Find a linear transformation w = f(z) such that it maps the disk Δ(2) onto the right half-plane {w | Re(w) > 0} satisfying f(0) = 1 and arg f'(0) = π/2
Homework Equations
w = f(z) = \frac{az+b}{cz+d}
z = f^{-1}(w) = \frac{dw-b}{-cw+a}
The Attempt at a Solution
[/B]...
Let A(a, b, c) and A'(a′,b′,c′) be two distinct points in R3. Let f from [0 , 1] to R3 be defined by f(t) = (1 -t) A + t A'. Instead of calling the component functions of f ,(f1, f2, f3) let us simply write f = (x, y, z). Express x; y; z in terms of the coordinates of A and A, and t. I thought...
Homework Statement
Consider a 2x2 matrix A with A2=A.
If vector w is in the image of A, what is the relationship between w and Aw?
Homework Equations
Linear transformation T(x)=Ax
Image of a matrix is the span of its column vectors
The Attempt at a Solution
I know that vector w is one of the...
This is a solution that I observed from my textbook to a linear transformation problem:
Isn't $T$ not linear since $\textbf{x} \ne \textbf{0}$?
Property iii of the Definition of Linear Transformation states $T(\textbf{(0)} = \textbf{0}$ so something is contradictory here.
$\textbf{Problem}$
Let $\textbf{u}$ and $\textbf{v}$ be linearly independent vectors in $\mathbb{R}^3$, and let $P$ be the plane through $\textbf{u}, \textbf{v}$ and $\textbf{0}.$ The parametric equation of $P$ is $\textbf{x} = s\textbf{u} + \textbf{v}$ (with $s$, $t$ in $\mathbb{R}$). Show that...
How do you prove that rotation of a vector is a linear transformation?
It's intuitive (although not completely crystal clear to me) that it is a linear transformation at the 2d level, but how do I prove it to myself (that this is a general property of rotations)?
For example, rotate vector...
$\textbf{Problem}$
Given $\textbf{v} \ne \textbf{0}$ and $\textbf{p}$ in $\mathbb{R}^n$, the line through $\textbf{p}$ in the direction of $\textbf{v}$ is given by $\textbf{x} = \textbf{p} + t\textbf{v}$. Show that linear transformation $T: \mathbb{R}^n \rightarrow \mathbb{R}^n$ maps this line...
Define $f: \mathbb{R} \rightarrow \mathbb{R}$ by $f(x) = mx + b$.
$\textbf{a.}$ Show that $f$ is a linear transformation when $b = 0$.
$\textbf{b.}$ Find a property of linear transformation that is violated when $b = 0$
$\textbf{c.}$ Why is $f$ called a linear function?
Homework Statement
From Hoffman and Kunze:
Is there a linear transformation T from R^3 to R^2 such that T(1,-1,1)=(1,0) and T(1,1,1)=(0,1)?Homework Equations
T(c\alpha+\beta)=cT(\alpha)+T(\beta)
The Attempt at a Solution
I don't really understand how to prove that there is a linear...
Homework Statement
t:P_3 -----> P_3
p(x) |---> p(x) + p(2)
Determine whether or not this function is linear transformation or not.
Homework Equations
For a function to be a linear transformation then t(0) = 0 , there are other axioms that must be satisfied, but that is not the problem...
Consider the linear transformation T: R3 --> R3 /w T(v1,v2,v3)=(0, v1+v2, v2+v3)
What is the preimage of w=(0,2,5) ?I tried setting up the system of equations and got v1+v2= 2 and v2+v3=5 but after that I got kinda lost in how to find the individual solutions?
Homework Statement
let A be the matrix corresponding to the linear transformation from R^3 to R^3 that is rotation of 90 degrees about the x-axis
Homework Equations
find the matrix A
The Attempt at a Solution
I got stuck on rotating z component.
I tried T([e1,e2,e3])=[0 -1 0]...
Homework Statement
let ##T:\mathbb{R^3} \rightarrow \mathbb{R^3}## where ##T<x,y,z>=<x-2z,y+z,x+2y>##
Is T one-to-one and is the range of T ##\mathbb{R^3}##?
The Attempt at a Solution
I took the standard matrix A ##\left[\begin{array}{cc}1&0&-2\\0&1&1\\1&2&0\end{array}\right]##
det(A)=0 so...
Homework Statement
Let T:R->R^2 be the linear transformation that maps the point (1,2) to (2,3) and the point (-1,2) to (2,-3). Then T maps the point (2,1) to ...Homework Equations
T(xa+yb) = xT(a)+yT(b)The Attempt at a Solution
Okay so I have the solution to this problem, but its understanding...
Hello guys,
Let ##T: \mathbb{R^2} \to \mathbb{R^2}##. Suppose I have standard basis ##B = \{u_1, u_2\}## and another basis ##B^{\prime} = \{v_1, v_2\}## The linear transformation is described say as such ##T(v_1) = v_1 + v_2, T(v_2) = v_1##
If I want to write the matrix representing ##T##...
A variant of a problem from Halmos :
If AB=C and BA=D then explain why (C-D)^2 is commutative with all 2x2 matrices if A and B are 2x2 matrices.
This result does not hold for any other nxn matrices where n > 2. Explain why.
Edit: I tried to show that ((C-D)^2) E - E((C-D)^2) is identically...
Homework Statement
Let B = {(1, -2),(2, -3)} and S be the standard basis of R2
and [-8,-4;9,4]
be a linear transformation expressed in terms of the standard basis?
The Attempt at a Solution
1) What is the change of basis matrix PSB ?
1,2
-2,-3
2)What is the change of...
Let L: R3 -> R3 be L(x)=
\begin{pmatrix}
x1+x2\\
x1-x2\\
3x1+2x2
\end{pmatrix}
find a matrix A such that L(x)=Ax for all x in R2
From what I understand I need to find the transition matrix from the elementary to L(x). However it is'nt a square matrix and it has variables instead of numbers...
I have a linear transformation, T, from P3 (polynomials of degree ≤ 3) to R4 (4-dimensional real number space). I have a second linear transformation, U, from R4 back to P3.
In the first step of this four-step problem, I have shown that the composition TU from R4 to R4 is the identity linear...
Homework Statement
The Attempt at a Solution
I don't think I'm interpreting the question correctly. Maybe someone can point me in the right direction?
There are 2 conditions: if y =/=0 then f(x,y) = x^2/y and if y=0 then f(x,y) = 0
Let u =(1,1) and v = (1,1)
f(v) = f(1,1) =...