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
From Calculus on Manifolds by Spivak: 1-10
If T:Rm -> Rn is a Linear Transformation show that there is a number M such that |T(h)| \leq M|h| for h\inRm
Homework Equations
T is a Linear Transformation
=> For All x,y \in Rn and scalar c
1. T(x+y)=T(x)+T(y)
2...
Homework Statement
From Calculus on Manifolds by Spivak: 1-7
A Linear Transformation T:Rn -> Rn is Norm Preserving if |T(x)|=|x| and Inner Product Preserving if <Tx,Ty>=<x,y>.
Prove that T is Norm Preserving iff T is Inner Product Preserving.
Homework Equations
T is a Linear...
Homework Statement
Is T a linear transformation?
T: M22 --> M22 defined as:
T [ a b ] = [ 1 (a-d) ]
, [ c d ] ,,, [ (b-c) 1 ]
Homework Equations
none.
The Attempt at a Solution
I need to show that it is closed under addition and scalar...
Hello everybody,
I have a problem. There is a linear trasformation \xi:\mathbb{R}^2\mapsto\mathbb{R}^2 and:
\xi\begin{pmatrix}3\\1\end{pmatrix}=\begin{pmatrix}2\\-4\end{pmatrix}
\xi\begin{pmatrix}1\\1\end{pmatrix}=\begin{pmatrix}0\\2\end{pmatrix}
How to find a matrix for this linear...
Suppose a linear transformation T: R^2 \rightarrow R^3 was defined by T(a_1,a_2) = (2a_1, a_2 + a_1, 2a_2). Now, for example, would I be allowed to evaluate T(3,8,0) by rewriting (3,8,0) as (3,8)?
Homework Statement
Let W be a complex finite dimensional vector space with a hermitian scalar product and let T: W -> W be linear and normal. Prove that U is a T-invariant subspace of W if and only if V is a T*-invariant subspace, where V is the orthogonal complement of U.
The attempt at a...
If V is a vector space with an inner space <.,.>. V1 is an non empty subset of V. Vector x is contained in V is said to be orthogonal to v1 if <x,y>=0 for all y contained in V1.
1) if v is contained in V and define the mapping f(x)=<x,v>v. Show f is a linear transformation and describe its...
Homework Statement
T: R3 --> R2 by T(x,y,z) = (z-x , 2y -x)
v = (2, -1, -3)
B = {(0,0,1),(0,1,1),(1,1,1,)}
C = {(1,-1), (2,1)}
What is [T]BC
what is [v]B
and what is T(v)
Homework Equations
No clue
The Attempt at a Solution
I found out [T]B and that's where i am stuck.
Homework Statement
Determine if the following T is linear tranformation, and give the domain and range of T:
T(x,y) = (x + y2, \sqrt[3]{xy} )
Homework Equations
T ( u + v) = T(u) + T(v)
T(ru) = rT(u)
The Attempt at a Solution
1)
let u = (x1, x2);
T(ru ) = T(rx1, rx2)...
Homework Statement
Let V be a vector space over a field F and let L(V) be the vector space of linear transformations from V to V. Suppose that T is in L(V). Do not assume that V is finite-dimensional.
a) Prove that T^2 = -T iff T(x) = -x for all x in R(T).
b) Suppose that T^2 = -T. Prove...
Homework Statement
Let T\inL(V,V). Prove that T^{2}=0 iff T(V)\subsetn(T).
Homework Equations
dim T(V) + dim n(T) = dim V comes to mind.
The Attempt at a Solution
Honestly, I don't know where to start. I have no idea what I'm doing. My book and my professor are both utterly...
Let T: R3 -> M(2,2) be the linear transformation given by
T(x,y,z) = [ z ...-z ]
.....[ 0 ... x-y]Fix bases B = {(1,0,0),(0,1,0),(0,0,1)} and C = { [1 0] , [0 1] , [0 0] , [0 0] }
............[0 0]...[0 0]...[1 0]...[0 1]for R3 and M(2,2) respectivelya) Find the matrix [T]c,b of T...
First off I am NOT asking you to solve this for me. I'm just trying to understand the concept behind this problem.
Let L be a linear transformation defined by
L[p]=(x^2+2)p"+ (x-1)p' -4p
I have not seen linear transformations in this format. Usually I see something like L(x)=x1b1+ x2b2...
Homework Statement
If L( p(x) ) = [ integral (p(x)) dx , p(0) ]
find representation matrix A such that
L (a + bx) = A[a b]^T
Homework Equations
The Attempt at a Solution
I don't quite understand the question.
I think that:
if the base from p2 is {1, x} then any...
Homework Statement
Let L(x) be the Linear operator in R^2 defined by
L(x) = (x1 cos a - x2 sin a, x1 sin a + x2 cos a)^T
Express x1, x2 & L(x) in terms of Polar coordinates.
Describe geometrically the effects of the L.T.
Homework Equations
Well I know that:
a = tan^-1 (x2 / x1)...
Homework Statement
Define T: P2-->R3 by
T(p)=
[p(-1)]
[p(0)]
[p(1)]
Find the matrix for T relative to the basis {1,t,t^2} for P2 and the standard basis for R3.
The Attempt at a Solution
I'm not sure how to go about this. Start off by computing T(1)? But am I trying to see what...
Homework Statement
Define T: R2-->R2 by T(x)=Ax
Find a basis B for R2 with the property that [T]_B is diagonal.
A=
0 1
-3 4
The Attempt at a Solution
The eigenvalues of a diagonal matrix are its diagonal entries, so here the eigenvalues are 1, and -3. For eigenvalue=1 I get the basis...
Homework Statement
Let B be an invertible n x n matrix. Prove that the linear transformation L: Mn,n \rightarrow Mn,n given by L(A) = AB, is an isomorphism.
The Attempt at a Solution
I know to show it is an isomorphism i need to show that L is both onto and one-to-one.
By the...
Homework Statement
Find a basis of the image im(LA) of the linear transformation
LA: R^5 \rightarrowR^3, x\mapstoAx
where
A =
1 -2 2 3 -1
-3 6 -1 1 -7
2 -4 5 8 -4
and hence determine the dimension of im(LA)
The Attempt at a Solution
Using the equation...
Homework Statement
symmetric 2 × 2 matrices to V.Find the determinant of the linear transformation T(M)=[1,2,2,3]M+[1,2,2,3] from the space V of symmetric 2 × 2 matrices to V.
Homework Equations
The Attempt at a Solution
hi this is my first post so if I break a rule please...
Homework Statement
(a; b) is in terms of D = ( 1,1 ; 1 -1) and (c; d) is in terms of Dx = ( -1,1 ; 0,2), then we need to find a matrix such that
(c;d) = (?, ?; ?, ?)* (a; b).
Homework Equations
y = Ax >> linear transformation
The Attempt at a Solution
I know the answer is [1, -3...
let A= \left(
\begin{array}{Ccc}
9 & 0 \\
2 & 6 \\
\end{array}
\right)
and B= \left(
\begin{array}{Ccc}
5 & 1 \\
3 & 4 \\
\end{array}
\right)
Find the matrix C of the linear transformation T(x)=B(A(x)).
The Attempt at a Solution
- Once again, I really don't know how to...
Homework Statement
Let R2 => R2 be a linear transformation for which we know that:
L(1,1) = (1,-2)
L(-1,1) = (2,3)
What is: L(-1,5) and L(a1,a2)?
Homework Equations
I don't know where to start. I tried writing (-1,5) as a linear combo of (1,1) and
(-1,1), but that got me...
Homework Statement
Check if the linear transformation f : \mathbb{R}^2 \rightarrow \mathbb{R}^2, defined with f(x,y)=(x+y,y) is isomorphism? If so, find the linear transformation f^-^1
Homework Equations
V and U are vector sets. The linear copying F:V \rightarrow U which is bijection...
i need to draw 2 graphs, one arbitrary graph I make up that is not a normal distribution, and then i need to draw another in which i apply the linear transformation Y = 4X +2. I know that all the heights need to go down to 1/4 of the origional, but I don't know if it needs to shift to the right...
Homework Statement
T: R2-->R2 first reflects points through -3pi/4 radian (clockwise) and then reflects points through the horizontal x1-axis. [Hint T(e1)= (-1/sqrt2, 1/sqrt2)
The Attempt at a Solution
I just don't understand why the points would be (-1/sqrt2, 1/sqrt2). If it's...
[SOLVED] Linear Transformation
Homework Statement
Determine if this is a linear transformation:
L(x,y) = (x+1, y, x+y)
Homework Equations
This is just one, but I have no clue as to how to even begin. I've been to lecture and read the book over and over again, but i was not given...
Homework Statement
I have to determine whether the following is a linear transformation
T(x,y)=(x,0)
Homework Equations
The Attempt at a Solution
again, let v=(v1, v2) and w=(w1,w2)
then, T(v+w)=T(v1+w1, v2+w2)=(v1+w1, 0)
and, T(v)+T(w)=(v1+w1, 0)
so the first...
how do i determine whether the following is a linear transformation:
T1(x,y)=(1,y)
i know that it must satisfy the conditions:
(a) T(v+w)=T(v)+T(w)
(b) T(cv)=cT(v), where c is a real constant
and v and w are real vectors in 2D.
v=(v1,v2) and w=(w1,w2)
but I'm still confused.
Thank you
[SOLVED] Linear transformation - adding and subtracting?
Homework Statement
Suppose T : P2 -> P2 is a linear transformation satisfying T(3 − x + 4x^2) = 1 + x − x^2 and
T(2 − 3x + 2x^2) = 7 + 3x + 2x^2.
Find T(7x + 2x^2).
The Attempt at a Solution
First of all, it's linear. To find...
Question 1
Let T: P2 -> M22 be a linear transformation such that
T(1+t)=\left[\begin{array}{cc}1&0\\0&0\end{array}
\right];
T(t+t^{2})=\left[\begin{array}{cc}0&1\\1&0\end{array}
\right];
T(1+t^{2})=\left[\begin{array}{cc}0&1\\0&1\end{array}
\right];
Then find T(1),T(t),T(t^{2})...
Assuming that shrinking/expanding in a given direction is a linear transformation in R^3, what would be the matrix to perform it?
To be more precise, given a vector
e=\left(\begin{array}{c}e_1\\e_2\\e_3\end{array}\right)
with a length of 1, i.e. ||e||=1 and a factor \lambda, I am...
Homework Statement
Find a linear transformation T from R3 to R3 which has the effect of rotating an object clockwise by angle θ around the x-axis.
Homework Equations
none
The Attempt at a Solution
I know that I should work with matrices to show how I came up to the final matrix...
i'm studying for my midterm and I'm stumped on this section about Lienar Transformations...hope u guys can help
Homework Statement
question goes something like this
1) Find the standard matrix for the linear operator define by the equations (which is easy)
and then determine wheter the...
[SOLVED] Linear Transformation - Linear Algebra
Homework Statement
Determine if T is linear. T(x,y,z) = (1,1)
Homework Equations
Definition of Linear Transformation: A function T: R^n --> R^m is a linear transformation if for all u and v in R^n and all scalars c, the following...
Hey i was just doping someone wouldn't mind looking over my working to see if I am on the right track!
*T(x,y,z)=(-x-y-z,x+y-5z,-3x-3y+3z) is a linear transformation.
S is the standard basis, S={e1,e2,e3} and B is another basis, B={v1,v2,v3} where:
e1=(1,0,0) e2=(0,1,0) e3=(0,0,1) v1=(1,1,1,)...
Hi all,
I have some questions about the concept of subspace of linear transformation and its dimension, when I try to prove following problems:
Prove T is a finite dimensional subspace of L(V) and U is a finite dimensional subspace of V, then
T(U) = {F(u) | F is in T, u is in U} is a...
Homework Statement
Let V and W be vector spaces, Let T: V --> W be linear, and let {w1, w2,..., wk} be linearly independent subset of R(T). Prove that if S = {v1,v2,...vk} is chosen so that T(vi) = wi, for i = 1, 2,...,k, then S is linearly independentHomework Equations
The Attempt at a...
T is a linear transformation from R^m->R^n, prove that T is continuous.
I have proved that there's always a positive real number C that |T(x)|<=C|x|. How shall I proceed then?
Thanks~
1) True or False? If true, prove it. If false, prove that it is false or give a counterexample.
1a) If a linear transformation T: R^n->R^m is onto and R^n = span{X1,...,Xk}, then R^m = span{T(X1),...,T(Xk)}
1b) If T: R^n->R^m is a linear transformation and U is a subspace of R^n, then T(U)...
Homework Statement
Let T: R3 --> R3 be the linear transformation that projects u onto v = (3,0,4)
Find the rank and nullity of T
Homework Equations
So let u=(x,y,z)
The Attempt at a Solution
So I know that
T(u) = proj. u onto v
T(u) = [(3x + 4z)/ 25](3,0,4)...
Hello. I'm having some trouble with this problem. Any help would be greatly appreciated.
Homework Statement
Consider B= (2x+3, 3x^2 +1, -5x^2 + x-1}
a) Prove that B is a basis for P_2
b) Express -x^2 - 2 as a linear combination of the elements of B
c) If t: P_2 -> P_2 is a linear...
I am having some trouble with the following linear algebra problems, can someone please help me?
1) Explain what can be said about det A (determinant of A) if:
A^2 + I = 0, A is n x n
My attempt:
A^2 = -I
(det A)^2 = (-1)^n
If n is be even, then det A = 1 or -1
But what happens when n...
Homework Statement
Let T be a linear operator on the vector space of nxn matrices on the real field, defined by T(A) = transpose A.
Show that +/- 1 are the only eigenvalues of T, and describe corresponding eigenvectors.
Homework Equations
The characteristic polynomial is given by...
after a series of computations, I was able to get the following matrix equation from the given of a problem:
\[\left( \begin{array} {ccc} W_1 \\ W_2 \end{array} \right)\] =
\[\left( \begin{array} {ccc} \frac{\sigma_{11}}{\sqrt{\sigma_{11}^2 + \sigma_{12}^2}} &...
Need some help getting started...
Let T ={ [1, 0], [1, 1] }be a basis for R2 .
Given that Transition matrix P s←t
[ 2, 3 ; -1, 2],
find the basis S for R2.
Here is what I think...I started by letting v being any vector...
[1,0] and [0,1] and applied them to the transition...
Homework Statement
Give an example of a linear transformation whose kernel is the line spanned by:
-1
1
2
in lR³
Homework Equations
The Attempt at a Solution
Would:
1..(-1)...0
0...0...0
0..(-2)...1
be a solution?