Linear transformations Definition and 200 Threads

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.

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  1. B

    Find all linear transformations which

    Homework Statement Find all linear transformations ##f(z)=az+b## which map half-plane ##Im(z)>0## on ##Im(z)>0##. It is a so called self-mapping transformation. Homework Equations The Attempt at a Solution I am guessing this will have something to do with Möbius transformation...
  2. F

    Question about Linear Transformations

    Homework Statement Hello everyone, I have a quick question about linear transformations. In my class, we were given transformation functions and asked to decide if they are linear: The transformation defined by: T(X)= X1+X2+3 The transformation defined by: T(X)=X1+X2+(X1*X2) The...
  3. N

    Linear Transformations (or lack thereof)

    Homework Statement Let V be the set of complex numbers regarded as a vector space over the real numbers R. Find a linear transformation T: V → V which is not complex linear (i.e. not a linear transformation if V is regarded as a vector space over the complex numbers). Homework Equations...
  4. 1

    Two linear transformations agree, subspace

    I've been up way too long, so pardon me if this doesn't make sense, but.. Let V and W be vector spaces. Let T and U be linear transformations from V to W. Consider the set of all x in V such that T(x) = U(x) 1.) I think that this is a subspace of V. 2.) Can I say anything about its dimension...
  5. J

    Span of a Set of Linear Transformations

    How do you show that a set of linear transformations from one vector space to another spans L(V,W)? This isn't a homework question, or even a question that's in the text I'm reading (Friedberg).
  6. D

    Compositions of Linear Transformations

    Homework Statement (ii) S ◦ T will be a linear transformation from P4 to R2. Write a formula for the value S(T (a4t4 + a3t3 + a2t2 + a1t + a0)) using the given formulas for T,S and use this to compute the matrix [S ◦T]B′′,B. (10p) B'' = {e1 e2} B' = {t4, t3, t2, t,1} T: P4--> M2x2 T(a4t4 +...
  7. Sudharaka

    MHB Linear Transformations & Dual Space Problem

    Hi everyone, :) Here's a question and I'll also write down the answer for which I got zero marks. :p I would really appreciate if you can find where I went wrong. Question: Let \(\phi,\,\psi\in V^{*}\) be two linear functions on a vector space \(V\) such that \(\phi(x)\,\psi(x)=0\) for all...
  8. B

    Linear Transformations: Finding Matrix with Standard Basis

    1. Give information Let T: P3 ---> P3 be the linear transformation described by: T(p(x))=p(x+1)+p(2-x). Find the matrix of T with respect to the standard basis b {1,x,x^2,x^3}. The Attempt at a Solution I found the transformations on the standard basis b: T(1) = 2 T(x) = 3 T(x^2) =...
  9. Sudharaka

    MHB Redundancy in Question about Linear Transformations

    Hi everyone, :) Take a look at this question. Now the problem is that I feel this question is not properly worded. If the linear transformations have rank = 1 then it is obvious that \(\mbox{Im f}=\mbox{Im g}=\{0\}\). So restating that is not needed. Don't you think so? Correct me if I am...
  10. Chris L T521

    MHB Solving Linear Transformations w/ Bases of Vector Spaces

    Here is the question: Here is a link to the question: Let {e1, e2, e3} be a basis for the vector space V and T: V -> V a linear transformation.? - Yahoo! Answers I have posted a link there to this topic so the OP can find my response.
  11. D

    Linear Transformation: Does T(V) ⊆ W?

    Say I have a linear transformation T:V##\rightarrow##W. Can I necessarily say that T(V)##\subseteq##W? I feel like T being a linear transformation would make the function behave enough to force things to not be undefined but I can't be certain..
  12. Fernando Revilla

    MHB Solving Linear Transformations in R2: Step by Step Guide

    I quote a question from Yahoo! Answers I have given a link to the topic there so the OP can see my response.
  13. B

    Stable linear transformations under composition

    Hi, Let f be a linear transformation over some finite field, and denote f^{n} := f \circ f \circ \cdots \circ f, n times. What do we know about the linear maps f such that there exist an integer n for which f^{N} = f^n for all N \geq n? Also, how about linear maps g satisfying g = g \circ f^i...
  14. B

    The vector space of linear transformations

    Consider the operation of multiplying a vector in ℝ^{n} by an m \times n matrix A. This can be viewed as a linear transformation from ℝ^{n} to ℝ^{m}. Since matrices under matrix addition and multiplication by a scalar form a vector space, we can define a "vector space of linear transformations"...
  15. O

    Notation Confusion in Linear Transformations

    I'm just having trouble understanding some of the notations given, when attempting questions such as the following: {f\inF(ℝ,ℝ): f(3)=5}. Is it just saying that, the function 'f' spans all real values?
  16. F

    Linear Algebra- Linear Transformations

    Homework Statement Let T: R3--> R4 be a linear transformation. Assume that T(1,-2,3) = (1,2,3,4), T(2,1,-1)=(1,0,-1,0) Which of the following is T(-8,1-3)? A. (-5,-4,-3,-8) B. (-5,-4,-3,8) C. (-5,-4,3,-8). D.(-5,4,3,-8) E (-5,4,-3,8) F. None of the above.Homework Equations I really have no...
  17. I

    Volume of linear transformations of Jordan domain

    Homework Statement Let T:\mathbb{R}^n\rightarrow\mathbb{R}^n be a linear transformation and R\in \mathbb{R}^n be a rectangle. Prove: (1) Let e_1,...,e_n be the standard basis vectors of \mathbb{R}^n (i.e. the columns of the identity matrix). A permutation matrix A is a...
  18. N

    One-to-one linear transformations

    Why is a linear transformation T(x)=Ax one-to-one if and only if the columns of A are linearly independent? I don't get it...
  19. J

    Differential equation selection and linear transformations

    This may be vague, so I apologize. I am interested in applied mathematics, so my question is about the process a scientist or engineer uses to determine what differential equation to use for a non-linear process. I am not familiar enough with describing non-linear processes to be able to...
  20. W

    Question on Linear Transformations with Lines and finding Natural Matrices.

    Let T : R2 -> R2 and S : R2 -> R2 be linear transformations de fined by: T(x; y) = (5x + y ; 2x + 2y) and S(x; y) = (3x + 2y ; x): (i). Find the image of the line 2x + 3y = 5 under T. (ii). Find the natural matrices of the linear transformations T o S and T^-1 Sorry, I haven't done...
  21. J

    What Do C[T]B and B[T]B Mean in Linear Transformations?

    My prof uses this all over his notes, and I'm still not 100% sure what he means by it: C[T]B or B[T]B From what I can gather, it has something to do with a transformation matrix, but where the B and C come into play, I have no idea.
  22. S

    Linear Algebra- Onto and One to One Linear Transformations

    Hey guys, I'm studying these concepts in linear algebra right now and I was wanting to confirm that my interpretation of it was correct. One to one in algebra means that for every y value, there is only 1 x value for that y value- as in- a function must pass the horizontal line test (Even...
  23. R

    Linear transformations question

    Hi all, So this question is fairly basic, but I want to be certain I have the right idea before I do the other parts (asks about it in standard basis etc). It's a book question: Homework Statement Here are the vectors : u=[ 1 2 0] v=[2 5 0] w=[1 1 1] This forms a basis B of R3...
  24. S

    Matrices and linear transformations.

    This thread is posted to examine the proposition that all matrices define linear transformations. But what of the matrix equation? \left[ {\begin{array}{*{20}{c}} 0 & 1 & 0 \\ \end{array}} \right]\left[ {\begin{array}{*{20}{c}} {blue} \\ {red} \\ {green} \\...
  25. A

    A question about linear transformations

    If we have a linear transformation T:W -> W. Then if we write T with respect to a different basis B, will the domain and range still be W? So, will we have [T]_B : W \rightarrow W ? If not, can anybody explain to me why? Thanks in advance.
  26. C

    Is This Function a Linear Transformation?

    Homework Statement The problem is attached. The problem statement is to "determine whether the function is a linear transformation between vector spaces." Homework Equations N/A The Attempt at a Solution T(0)=[1 0 0]^t ≠ 0, thus T is not linear. Did i do that right? It seems...
  27. R

    Linear transformations question

    Homework Statement Today in my final i was given this exercise: Given β_1=\{v_1,v_2,v_3\} and β_2=\{u_1,u_2,u_3,u_4\}, basis of the vector spaces V and U respectively. a) Find the linear transformation T:U\rightarrow V so that T(v_i)≠T(v_j) if i≠j, T(v_1)=u_1+u_2 and T is injective b) Find...
  28. F

    Quick question about Linear Transformations from a space to itself

    Hi, I have to take a placement exam in linear algebra this fall so I have been studying some past exams. This is a real basic question. If we have a linear transformation T:W -> W does this imply nothing about the injectivity or surjectivity of the transformation? I assume that it does not, but...
  29. G

    Linear Transformations for Polynomials: Onto vs. One-to-One

    write P for the vector space of all polynomials, a_{0}+a_{1}x+a_{2}x^{2}+...+a_{n}x^{n}, , a_{0}, a_{1},...,a_{n}\inR, n=0,1,2... 1. Find a linear transformation P->P that is onto but not one-to one 2. Find such a linear transformation, that is one-to-one but not onto I have been thinking...
  30. V

    Exploring General Linear Transformations of p Vectors in R(n) and R(m)

    Ok just for fun,could someone please give a general linear transformation of p vectors in R(n) to R(m),by expressing the transformation as a Matrix vector product of let's say n vectors in R(m).p vectors in R(n).I've already done it for fun but I'd like to see how you guys go about it..
  31. Math Amateur

    Linear Transformations and Bases

    I need some help or at least some assurance that my thinking on linear transformations and their matrix representations is correct. I assume when we specify a linear transformation eg F(x,y, z) = (3x +y, y+z, 2x-3z) for example, that this is specified by its action on the variables and is not...
  32. S

    Basis of linear transformations

    http://dl.dropbox.com/u/33103477/linear%20transformations.png My attempt was to first find the transformed matrices L1 and L2. L1= ---[3 1 2 -1] -------[2 4 1 -1] L2= ---[1 -1] -------[1 -3] -------[2 -8] -------[3 -27] Now reducing L1, I have -------[1 0 7/10 -3/10]...
  33. D

    What Does \Re2 \rightarrow \Re2 Mean in Linear Transformations?

    Hi Pf, Here is a question regard a test review that we have. I am not looking for the answer but rather a clarification about the notation. 1. What does the following mean? T1: \Re2 \rightarrow \Re2 by x \rightarrow Ax? 2. What does it mean to go \Re2 \rightarrow \Re2 Thanks.
  34. P

    Linear Algebra question regarding Matrices of Linear Transformations

    Homework Statement Find the matrix representations [T]\alpha and [T]β of the following linear transformation T on ℝ3 with respect to the standard basis: \alpha = {e1, e2, e3} and β={e3, e2, e1} T(x,y,z)=(2x-3y+4z, 5x-y+2z, 4x+7y) Also, find the matrix representation of...
  35. T

    Linear transformations as tensor.

    I was looking at this table here: http://en.wikipedia.org/wiki/Tensor#Examples And i didn't understand why a (1,1) tensor is a linear transformation, I was wondering if someone could explain why this is. A (1,1) tensor takes a vector and a one-form to a scalar. But a linear transformation...
  36. T

    Composition of Linear Transformations

    Hi, Two questions: 1) Compute the matrix product corresponding to the composition of the transformations. Let U = P4(R) [polynomial degree 4], V = P3(R) , and W = P2, and let S = d/dx (derivative) and T = d/dx (derivative). Then the composition TS = d^2/dx^2 (second deriv) Attempt...
  37. matqkks

    Linear Transformations in Linear algebra

    What is the most tangible way to introduce linear transformations in a linear algebra course? Most books tend to take a very abstract approach to this topic.
  38. A

    Injective and Surjective linear transformations

    I was struck with the following question: Is there a linear map that's injective, but not surjective? I know full well the difference between the concepts, but I'll explain why I have this question. Given two finite spaces V and W and a transformation T: V→W represented by a matrix \textbf{A}...
  39. J

    Linear transformations + writing of output matrix

    Homework Statement Given the following defined transformation T(a + bt+ct^{2}) = (a+c) - (c+b)t + (a+b+c)t^{2} find the matrix with respect to the standard basis From my understanding, the standard basis for a 3 element vector would be (0,0,1)^{T} (0,1,0)^{T}...
  40. P

    Linear transformations and standart matrices

    Homework Statement Define the linear transformation T: R^{3} → R^{3} by T(v)= the projection of v onto the vector w=(1,2,1) Find the (standard matrix of T) Homework Equations T: V → W is a function from V to W (which means that for each v in V, there is a T9v) in W such that...
  41. K

    Composition of linear transformations

    Homework Statement Find two linear operators T and U on R^2 such that TU = 0 but UT ≠ 0. The Attempt at a Solution Let T(x1,x2)=(0,x2) Let U(x1,x2)=(x2,0) TU(x1,x2)=T(x2,0)=(0,0) Am I right? 'Cause I can't remember if TU(x1,x2)=T[U(x1,x2)] Or TU(x1,x2)=U[T(x1,x2)]
  42. B

    Another Linear Algebra proof about linear transformations

    Homework Statement Given: T is a linear transformation from V -> W and the dim(V) = n and dim(W) = m Prove: If β = {v1, ..., vm} is a basis of V, then { T(v1), ..., T(vm) } spans the image of T. NOTE: because of bad hand writing I can't tell if the bold is suppose to be an 'm' or an 'n'...
  43. S

    Linear Transformations and Basis

    Homework Statement Show that if { v_1, ... , v_k} spans V then {T(v_1), ... , T(v_k)} spans T(v) Homework Equations The Attempt at a Solution So we know that every vector in V can be written as a linear combination of v_1,...v_k thus we only need to show that {T(v_1)...
  44. jinksys

    Identify all linear transformations from C2 to C3

    Homework Statement Homework Equations The Attempt at a Solution In the previous problem I was asked to identify if a polynomial, such as f(x)=2x was a linear transformation. In that case I checked to see if f(ax + by) = f(ax) + f(by). I figure I would be doing something...
  45. jinksys

    Prove the definitions of Linear Transformations

    Homework Statement Show that 2.1.1 is equivalent to the totality of 2.1.2 and 2.1.3.Homework Equations The Attempt at a Solution aTx + bTy = aT(x) + bT(y) = T(ax) + T(by) = T(ax + by) ?
  46. N

    Show that T preserves scalar multiplication - Linear Transformations

    Homework Statement Let T:ℝ^{2}→ℝ be defined by T\left(\begin{array}{c} x_{1} \\x_{2}\end{array}\right) = (0 if x_{2} = 0. \frac{x^{3}_{1}}{x^{2}_{2}} otherwise.) Show that T preserves scalar multiplication, i.e T(λx) = λT(x) for all λ \in ℝ and all x \in ℝ^{2} The Attempt at a Solution...
  47. D

    Matrices of linear transformations

    Homework Statement Let T: P2 - P2 be the linear operator defined by T(a0 + a1x + a2x2) = a0 + a1(x - 1) + a2(x - 1)2 (a) Find the matrix for T with respect to the standard basis B = {1, x, x2}. Homework Equations [T]B[x]B = [T(x)]B The Attempt at a Solution T(1) = a0 + a1(1 -...
  48. S

    Linear Functionals, Dual Spaces & Linear Transformations Between Them

    I have a question about mappings that go from a vector space to the dual space, the notation is quite strange. A linear functional is just a linear map f : V → F. The dual space of V is the vector space L(V,F) = (V)*, i.e. the space of linear functionals, i.e. maps from V to F. L(V,F)=...
  49. A

    Finding Basis for Kernel of Linear Transformations

    Identify the Hermite form of the following linear transformations and the basis for its kernel (x,y,z) = (x-y+2z,2x+y-z,-3x-6y+9z) So when finding basis for kernel we have to set equal to 0, giving: x-y+2z=0 (1) 2x+y-z=0 (2) -3x-6y+9z=0...
  50. A

    Linear Algebra, Linear Transformations

    Homework Statement My question doesn't require numerical calculation. It is more about explanation. Here it is: what does it mean to say there are unique linear transformations? My textbook says "unique linear transformations can be defined by a few values, if the given domain vectors form...
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