What is Linear transformation: Definition and 446 Discussions

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. J

    Counting Elements in Hom(V,W) for Finite Linear Transformations

    Homework Statement The set Hom(V,W) is the collection of all linear transformations from the F-space V to the F-space W. Suppose that F,V, and W are all finite. Suppose that F=Zp for some prime p, that V is n-dimensional over F, and W is n-dimensional over F. How many elements does Hom(V,W)...
  2. R

    Linear Transformation - The Matrix of (not so hard)

    Homework Statement I have a linear map T:M(2x2) -------> M(2x2) defined by T(B) = [2 3; 4 0] * B Find a 4 × 4 matrix representation of this linear transformation with respect to the basis of M(2×2) Homework Equations T(B) = [2 3; 4 0] * B and the basis for M(2X2) is: [1 0; 0...
  3. V

    LINEAR ALGEBRA - Describe the kernel of a linear transformation GEOMETRICALLY

    Homework Statement For two nonparallel vectors \overrightarrow{v} and \overrightarrow{w} in \mathbb{R}^3, consider the linear transformation T\left(\overrightarrow{x}\right)\,=\,det\left[\overrightarrow{x}\,\,\overrightarrow{v}\,\,\overrightarrow{w}\right] from \mathbb{R}^3 to \mathbb{R}...
  4. L

    Understanding Linear Transformations and Their Applications in Vector Spaces

    Ok I have to do this Linear Algebra 'Report', it is not really a Report, Report was just the best I could come up with to describe it. But anyway I have read about Vector spaces and basics and I think that I get it. Then I started reading about Linear transformation and I think it is a bit weird...
  5. C

    Finding range and kernel of linear transformation

    Find the range and kernel of: a) T(v1,v2) = (v2, v1) b) T(v1,v2,v3) = (v1,v2) c) T(v1,v2) = (0,0) d) T(v1,v2) = (v1, v1) Unfortunately the book I'm using (Strang, 4th edition) doesn't even mention these terms and my professor isn't helpful. My professor said: "Since range and kernel...
  6. P

    Understanding the Adjoint of a Linear Transformation on an Inner Product Space

    Definition: Let f:V->V be a linear transformation on an inner product space V. The adjoint f* of f is a linear transformation f*:V->V satisfying <f(v),w>=<v,f*(w)> for all v,w in V. My question is would <f*(v),w>=<v,f(w)> be equivalent to the above formula in the definition? If so why...
  7. A

    Need help for one-to one linear transformation

    Question: Let T:V-->W and S:W-->U be linear transformation.Show that 1) If T and S are one-to-one,then ST is one-to one 2) If ST is one-to-one,then T is one-to-one 3)Give example of two linear transformations T and S, such that ST is...
  8. G

    Linear Algebra linear transformation question

    Let the set S be a set of linearly independent vectors in V, and let T be a linear transformation from V into V. Prove that the set {T(v_1), T(v_2),...,T(v_n)} is linearly independent. We know that any linear combination of the vectors in S, set equal to zero, has only the trivial solution...
  9. U

    Finding the Inverse of a Linear Transformation

    how would one find the inverse of the linear transformation: y_1=4x_1-5x_2 y_2=-3x_1+4x_2 this was never taught in class, could someone give a little advice as how I would do this? I know the answer has to be in the form of x_1=ay_1+by_2 x_2=cy_1+dy_2 could someone explain this...
  10. S

    Matrix of a linear transformation

    This is how the question appears in my textbook Find the matrix of T corresponding to the bases B and D and use it to compute C_{D}[T(v)] and hence T(v) T; P2 - > R2 T(a + bx + cx^2) = (a+b,c) B={1,x,x^2} D={(1,-1),(1,1)} v = a + bx + cx^2 ok i cna find Cd no problem it is C_{D}[T(v)]...
  11. S

    Kernel and image of linear transformation

    Find a basis for Ker T and a basis for I am T a) T: P_{2} -> R^2 \ T(a+bx+cx^2) = (a,b) for Ker T , both a and b must be zero, but c can be anything so the basis is x^2 for hte image we have to find the find v in P2 st T(v) = (a,b) \in P^2 the c can be anything, right? cant our basis be...
  12. S

    Linear Transformation: Finding a Solution for a System of Linear Equations

    Find a linear transformation with the given properties T(2,-1) = (1,-1,1) and T(1,1) = (0,1,0) we need to find an expression for t(x,y) so we could find what linear combo on (2,-1) and (1,1) yierlds x,y But i tried that and i find that i cannot solve this system of linear equations with...
  13. G

    Linear Transformation: R^n to R^m - Injective?

    Indicate whether each statement is always true, sometimes true, or always false. IF T: R^n --> R^m is a linear transformation and m > n, then T is 1-1 Not sure to how prove this..
  14. S

    Inverse of a linear transformation

    find the inverse of T \left[ \begin{array}{cc} a&b \\ c&d \end{array} \right] = \left[ \begin{array}{cc} a+2c&b+2d \\ 3c-a&3d-b \end{array} \right] do i row reduce the transformation matrix... it doesn work , though is there an easier way??
  15. T

    Ring and Linear Transformation

    Let g(x)\in F[x], T\in L(V). Let F[T] be a ring generated by g(T). Show that if g(T) is invertible, then g^{-1}(T)\in F[T]. No idea what do do.
  16. M

    Properties of linear transformation, did my professor make an error?

    Hello everyone, I'm studying an example my professor did, and it isn't making sense to me... here is the orignal matrix: THe oringal matrix is: T[s] = [3s-t] [t]...[2t+7s] he wants to determine if the following trnasformation is Linear. Here is what he wrote on the board...
  17. M

    Matrices problem, K = ? so that its a linear transformation R^3->R^2?

    Hello everyone, I'm confused on this problem: It says: A linear transformation T:R^3->R^2 whose matrix is 2 -4 -3 -3 6 0+k is onto if k != ? != meaning, not equal. So my thinking was, For it to be a transformation into R^2, doesn't that mean k isn't suppose mean that the column -3...
  18. P

    The Matrix Of A Linear Transformation

    I saw a similar post to this one, but i just got lost in the mess of the whole thing. So i just started a new thread. A question reads: Let T: Pn ---> Pn be defined by T[P(x)] = p(x) + xp'(x), where p'(x) denotes the derivative. Show that T is an isomorphism by finding Mbb(T) when B =...
  19. B

    Linear transformation and Ker(T)

    Hi, suppose I have a linear transformation T and Ker(T) consists of only the zero vector. Then is it true that a basis for Ker(T) consists of no vectors and is of dimension zero? I would like these technicalities to be clarified. Any help would be good thanks.
  20. B

    Linear transformation - matrices

    Linear transformation - matrices *edit* Question resolved (y) I'm not sure what to do in the following question. A linear transformation has matrix P = \left[ T \right]_B = \left[ {\begin{array}{*{20}c} 3 & { - 4} \\ 1 & { - 1} \\ \end{array}} \right] with respect to the standard basis...
  21. R

    Proving Non-Linearity of a Transformation in R^3

    Okay, I will just admit that I stink at using mathematical proof in Linear. I hope someone can give me a push with this problem Prove that T : R(real)^3 -> R(real)^3 defined by T([yz,xz,zy]) is not a linear transformation. Reading my book I know that I need to prove that the transformation...
  22. E

    Solving Linear Transformation Problem: L((7,5))^T Value Calculation

    I have a question regarding a math problem that I do not know how to go about solving. Let L: R^2 ---> R^2 be a linear operator. If L((1,2)^T)) = (-2,3)T and L((-1,1)) = (5,2)^T determine the value of L((7,5))^T Any insight would be much appreciated.
  23. tandoorichicken

    Check work on linear transformation problem

    check work please on linear transformation problem The problem is to find a standard matrix of T. T:\mathbb{R}^3\rightarrow\mathbb{R}^2, T(\vec{e}_1) = (1,3), T(\vec{e}_2) = (4,-7), T(\vec{e}_3) = (-5,4) where e_1, e_2, and e_3 are the columns of the 3x3 identity matrix. So here's what I did...
  24. L

    How Can Scalars Represent Any Linear Transformation in R^3?

    Let T:R^3 -> R be linear. Show that there exist scalars a, b, and c such that T(x, y , z) = ax + by + cz for all (x, y, z) in R^3. State and prove an analogous result for T: F^n -> F^m. I know that we just have to multiply by a matrix then we can get the desired transformation. But how would...
  25. E

    Linear Transformation: Kernel, Dependence, Dimension, Basis

    This is probably a simple question, but just to be sure: if the kernel of linear transformation is {0}, then the set is linearly dependent since 0-vector is LD, right? So dimension is 0, right? Then what's the basis of kernel? No basis? thanks in advance.
  26. K

    Another linear transformation question

    Q: In each case, show that T is not a linear transformation. T[x y]^T = [0 y^2]^T A: If X = [0 1]^T then T(2X) = [0 4]^T while 2T(X) = [0 2]^T I don't quite understand this solution. What are we trying to accomplish here? So, since T(2X) = [0 4]^T while 2T(X) = [0 2]^T do not yeild...
  27. K

    Inverse of a Linear Transformation

    Hi, Is there a formula to do this? The textbook just says to "reverse" the action of T to get T^-1 (T inverse). Can someone explain to me in laymen terms, how to accomplish this? For example, For T = [2x y]^T is T^-1 = [-2x y]^T?
  28. B

    Linear Transformation: Finding the Matrix of T

    Hi, can someone please check my working for the first part and help me out with the second bit? Q. Let P_2 be the vector space of all polynomials of degree at most 2. A function T:P_2 \to R^3 is defined by T\left( {p\left( x \right)} \right) = \left( {p(1),p'(1),p''(1)} \right). That is, T...
  29. M

    Linear Transformation problems

    Hi Guys, I have these linear transformation problems which have caused me some trouble today. I hope You can help me. a) (x,y) \rightarrow (x+3,y+5) is called a linear translation according to my Linear Algebra textbook. I'm tasked with showing that the above can't be done as...
  30. E

    Linear transformation / analysis help

    Hi, I have that |T(p)| <= sqrt(10)*|p| where T is a linear mapping. The question is: How small must |p' - p''| be in order that |T(p') - T(p'')| <= 1/10. This is what I did: T linear, so |T(p') - T(p'')| = |T(p' - p'')|. Applying the bound: |T(p' - p'')| <=...
  31. L

    Proving Solutions of Linear Transformations Using Kernel and Fixed Vectors

    \ Let T: V \rightarrow W be a linear transformation, let b \in W be a fixed vector, and let x_0 \in V be a fixed solution of T(x)=b. Prove that a vector x_1 \in V is a solution of T(x)=b, if and only if x_1 is of the form x_1=x_h +x_0 where x_h \in kerT I started out by saying that...
  32. E

    Linear Algebra - Linear Transformation

    Hi Ho! ^_^ I stuck when doing David C. Lay's Linear Algebra in Exercise 1.8 about Linear Transformation I'm asked to determine whether these statements are correct. Statement 1: A linear transformation is a special type of function. Statement 2: The superposition principle is a physical...
  33. A

    How can I find the matrix of a linear transformation given a rotation in R^3?

    OK I already have the answer for this problem but I don't know how my teacher came up with the answer: Linear transformation T in R^3 consists of the rotation around x3 axis at the positive (counter-clockwise) direction at the angle 90 degrees. Such rotation transforms x1-axis into x2-axis...
  34. E

    Some questions about linear transformation

    Hi Ho! ^^v I've some questions regarding linear transformation in my linear algebra course, guys! Please help me! ^^v Statement: A linear transformation is a special type of function. My answer: Yes, it is a special type of function because it must satisfy the following properties from...
  35. M

    Question regarding linear transformation

    Hi I have a linear transformation T which maps \mathbb{R}^3 \rightarrow \mathbb{R}^2 a A is the standard matrix for the linear transformation. I'm suppose to determain that T maps \mathbb{R}^3 \rightarrow \mathbb{R}^2 I was told by my professor about the following theorem. If...
  36. M

    Matrix of linear transformation

    Hi I got a question regarding the matrix of linear transformation. A linear transformation L which maps \mathbb{R}^{3} \rightarrow \mathbb{R}^2 implies that L(2,-1,-1) = (0,0) and L(-1,2,1) = (1,3) and L(2,2,1) = (4,9). My question is: The matrix of linear transformation is that then...
  37. G

    Linear transformation, show surjection and ker=0.

    I have a linear map from $ V\rightarrow K[X_{1},...,X_{n}]\rightarrow K[X_{1},...,X_{n}]/I.$ how do i prove that a linear map from $ V=\{$polynomials with $\deg _{x_{i}}f\prec q\}$ to $ K[X_{1},..X_{n}]/I.$ where I is the ideal generated by the elements $ X_{i}^{q}-X_{i},1\leq i\leq n.,$ is...
  38. E

    Matrix rep. of Linear Transformation

    Hello all, I am trying to understand the matrix representation of a linear transformation. So here is my thought process. Let B = (b1, b2, ..., bn) be a basis for V, and let Y = (y1, y2, ..., ym) be a basis for W. T: V --> W Pick and v in V and express as a linear combo of the...
  39. M

    Linear Transformation question

    i was trying to figure out something that i didn't understand and the book doesn't have much examples of it either. My question is how do u know whether a transformation is a projection on a line, reflection on a line, or rotation through an angel? With T given. The questions i did from the...
  40. B

    Proving Linearity of Transformation: f as a Real Number

    Let f: R --> R and let T: P2 --> F, and T(p) = p(f). Prove that T is a linear transformation. P2 is the set of polynomials of degree 2 or less, and F is the set of all functions. It seems to me that I can treat f as really just a real number, in which case it's no different from proving...
  41. T

    Non-linear to linear transformation

    take a point A(x_1,y_1) on a circe centre B (x_2, y_2) and allow the circle to roll along an X-axis; now we all know that the cycloid equation to point A is highly non-linear; so now if we take the point B, we find the problem has been converted into a linear problem; now do this to E-fields...
  42. A

    Linear Transformation of s u + r V

    hi, Could someone please show me how these are a linear transformation please: 1) T(s u + r V) s and r are scalars and u and v are vectors. 2) composite function: u : v thanks
  43. D

    Can a Linear Transformation Be Onto If the Codomain's Dimension Is Higher?

    Linear Transformation -- Onto I'm having trouble with the first part of the following problem: Let T be a linear transformation from an n-dimensional space V into an m-dimensional space W. a) If m>n, show that T cannot be a mapping from V onto W. b) if m<n, show that T cannot be...
  44. J

    How to find the matrix for reflecting a triangle over a line in linear algebra?

    Linear transformation in Maths (a) If a triangle ABC with coordiantes A(2,7), B(2,9) and C(6,7) has a rotation and maps to triangle PQR with coordinates P(6,5), Q(8,5) and R(6,1), what is the centre of rotation? I want to ask in general, what's the way to find the answer? (b) An enlargement...
  45. J

    Linear transformation in Maths

    (a) If a triangle ABC with coordiantes A(2,7), B(2,9) and C(6,7) has a rotation and maps to triangle PQR with coordinates P(6,5), Q(8,5) and R(6,1), what is the centre of rotation? I want to ask in general, what's the way to find the answer? (b) An enlargement maps the triangle ABC with...
  46. F

    Note: the two proofs are not the same!

    How will I prove that... Show that L: V -> W is a linear transformation if and only if L(au + bv) = aL(u) + bL(v) for any scalars a and b and and any vectors u and v in V. For L(au +bv), this is my proof. (Is this wrong?) L(au + bv) = L [ a(a', b', c') + b(a'', b'', c'')]...
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