Linear transformation Definition and 446 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. J

    Is this is linear transformation?

    Homework Statement My buddy was asking me this question. It's from his linear algebra homework. F: R2 --> R3 F[(x1 x2)] = (x1 x2 0) Homework Equations I can't remember the definition of "linear transformation." Hopefully it's not too complicated. The Attempt at a Solution I don't think...
  2. M

    Image of a linear transformation

    Homework Statement Let T be an invertible linear transformation from R2 to R2. Let P be a parallelogram in R2. Is the image of P a parallelogram as well? Explain. P is a parallelogram in the first quadrant without any specified points. Homework Equations The Attempt at a...
  3. T

    Invariant subspace and linear transformation

    Homework Statement Let U be a subspace of V. Suppose that U is a invariant subspace of V for every linear transformation from V to V. Show that U=V. Homework Equations no The Attempt at a Solution Assume U is not trivial: Now we only need to show that U = V. Let dimV = n: We can...
  4. C

    What is a linear transformation in plain english?

    Every definition I find on Google utilizes vector spaces and mapping which are mathematical. If you have to use vector spaces and mapping please explain the mathematics behind it. Thanks.
  5. A

    Matrix of linear transformation

    Matrix of linear transformation (urgent) Identify the matrix of the transformation for the following: a) (x,y,z) = (2x-y+4z,x+y-z,x-z) b) (x,y) = (x,2x) c) (x,y,z) = (x-2y,3x-6y) Here are my attempts a) 2,-1, 4 1, 1,-1 1, 0,01 b) 1,0 2,0 c) 1,-2, 0 3,-6, 0...
  6. A

    Proving Linear Transformation as Composition of S & T

    Homework Statement Hi! I am solving problems from my linear algebra book and one of them asks me to prove that any linear transformation A: E ->F (between vector spaces E and F of any dimension, be it finite or not) can be written as the composition (product) of a surjective linear...
  7. D

    Dimension of the image of a linear transformation dependent on basis?

    First of all I would like to wish a happy new year to all of you, who have helped us understand college math and physics. I really appreciate it. Homework Statement Determine the dimension of the image of a linear transformations f^{\circ n}, where n\in\mathbb{N} and...
  8. H

    Kernel and Linear transformation

    Homework Statement U = [Polynomial of degree 3 such that 3p(1) = p(0)] Find the basis of U and find a linear transformation T: P3 ---> R such that U is the kernel of T.Homework Equations The Attempt at a Solution The basis part is easy. 3p(1) = p(0) 3a + 3b + 3c +d = d c= -b-a Basis ...
  9. H

    Linear differential operator / linear transformation

    I have two linear differential operators L_1 = D + 1 and L_2 = D - 2x^2 for L_1(L_2) = (D + 1)(D - 2x^2) = (D)(D - 2x^2) + (1)(D - 2x^2) = D(D) - D(2x^2) + D - 2x^2 = D^2 + D(1 - 2x^2) - 2x^2 does that look right? I might be making an error somewhere but my book says: L_1(L_2) = D^2...
  10. A

    Finding image of linear transformation (difficult)

    1. Find the image of the linear transformation whose matrix is given by: 1 2 5 2 4 -3 1 0 10 -13 -7 -4 Homework Equations 3. Tried numerous times but struggle to get anywhere
  11. srfriggen

    Linear Transformation; Geometric Representation

    Homework Statement (note; all column vectors will be represented as transposed row vectors, and matrices will be look like that on a Ti-83 or similar) L: R^3 -> R^2 is given by, L([x1, x2, x3]) = [2x1 + x2 - x3 x1 + 3x2 +2x3]* *Matrix Relevant...
  12. M

    Interesting linear transformation, kerT, imT question

    Homework Statement Prove or dispove T:R^n \rightarrow R^n is a linear transformation if for every u \in R^n and for every v \in kerT , T(u) \cdot v=0 then KerT = (ImT)^{\perp}The Attempt at a Solution True. since it was given T(u) \cdot v=0 and we are dealing with all of R^n then...
  13. R

    A couple linear algebra questions (basis and linear transformation

    Hi guys, I have two practice problems with no solutions that i was not able to figure out. If anyone could help I'd appreciate it. Question 1 Homework Statement Find the basis of {(x,y,z) | x + y + 2z = 0} Homework Equations None? The Attempt at a Solution I can find the...
  14. J

    Inner Product and Linear Transformation

    Homework Statement Let V be a finite-dimensional real inner product space with inner product < , >. Let L:V->R be a linear map. Show that there exists a vector u in V such that L(x) = <x,u> for all x in V. 2. The attempt at a solution It seems really simple but I just can't phrase...
  15. I

    How Do You Prove This Linear Transformation?

    What does the transpose of: example, [1 0 -1]? how can you transpose that? For example the L([a b c]*) --> [a + b a - c]* how do i show that this is a linear transformation? *this is transposed.
  16. 1

    Linear Transformation and Linear dependence - Proof

    Homework Statement Let T:Rn to Rm be a linear transformation that maps two linearly independents vectors {u,v} into a linearly dependent set {t(u),T(v)}. Show that the equation T(x)=0 has a nontrivial solution. Homework Equations c1u1 + c2v2 = 0 where c1,c2 = 0 T(c1u1 + c2v2) = T(0)...
  17. L

    Basis of Image of Linear Transformation

    Homework Statement Given a linear transformation F: R^3 --> R, F(x,y,z) = 3x-2y+z, find I am (F) and dim (Im (F)) Homework Equations I have found that dim(ker F) = 2 and from the theorem dim (V) = dim (Ker F) + dim (Im F), I know dim (V) = 3, so dim (Im F) = 1. The Attempt at...
  18. L

    Proof involving linear transformation of a set of vectors

    Homework Statement Let T:\Re^{n}\rightarrow\Re^{m} and let S={u,v,w}\in\Re^{n}. If S is linearly dependent, show that {T(u), T(v), T(w)} is also linearly dependent. Homework Equations N/A The Attempt at a Solution Since S\in\Re^{n} then S`\in\Re^{m}. Not sure where to go from here
  19. N

    Matrix vector product and linear transformation proof

    Homework Statement Hello! Prove: A(\vec{a}+\vec{b}) = A\vec{a} + A\vec{b} Where A is a matrix and T (in the following section) is a transformation. Homework Equations T(\vec{a}) + T(\vec{b}) = T(\vec{a}+\vec{b}) T(\vec{a}) = A\vec{a} T(\vec{b}) = A\vec{b} The Attempt at a...
  20. Z

    Polynomial Basis and Linear Transformation

    Homework Statement Let X be the vector space of polynomial of order less than or equal to M a) Show that the set B={1,x,...,x^M} is a basis vector b) Consider the mapping T from X to X defined as: f(x)= Tg(x) = d/dx g(x) i) Show T is linear ii) derive a matrix...
  21. B

    Statistics linear transformation rescale

    Homework Statement Mean of 25 and standard deviation of 5. Rescale the test using linear transformation so that the mean is 100? and the standard deviation is 20... Homework Equations xnew=a+bx The Attempt at a Solution I don't know...15+4x? I really don't understand how to...
  22. A

    There is a linear transformation from P1 to P1

    Homework Statement There is a linear transformation T from P1 to P1 where P1 is the set of all polynomials of degree at least 1. T(1 + 2x) = 2 + 4x and T(4 + 7x) = -2 + 2x Find T(-3 - 5x).Homework Equations T(1 + 2x) = 2 + 4x T(4 + 7x) = -2 + 2x The Attempt at a Solution Basis B1 = [1, 2]...
  23. K

    Orthogonal Complement to the Kernel of a Linear Transformation

    Hey all, I'm trying to find an orthogonal complement (under the standard inner product) to a space, and I think I've found the result mathematically. Unfortunately, when I apply the result to a toy example it seems to fail. Assume that A \in M_{m\times n}(\mathbb R^n), y \in \mathbb R^n and...
  24. A

    Finding the Bases for kernel and range of linear transformation.

    Homework Statement How do I find the bases for both the kernel and range of this linear transformation? Let T: R4 ----> R4 be the linear transformation that takes [1101] and [1011] to [2304] and takes [1110] and [0111] to [3120] a. Find the bases for both the kernel and the range of...
  25. E

    Is Definite Integration from 0 to 1 a Linear Transformation from Pn to R?

    I'm hoping I can get some help with the following question: Does definite integration (from x = 0 to x = 1) of functions in Pn correspond to some linear transformation from Rn+1 to R? OK, well my original answer was yes, but the textbook says "no, except for P0" which I do not understand...
  26. A

    Inverse of the matrix of a linear transformation

    Homework Statement Let T: M22→M22 be a LT defined by T(A)=AB where B=[3,2 2,1] Determine if T is invertible with respect to standard bases B=C={e11,e12,e21,e22}. If so, use (equation below) to find T^-1. Homework Equations [[T^-1 [AB]]C = [T^-1]B to C matrix [AB]B (at least...
  27. S

    Finding the Image of a Vector under a Linear Transformation

    Homework Statement Let L: R^3 -> R^3 be a linear transformation such that L(i) = [1 2 -1], L(j) = [1 0 2] and L(k) = [1 1 3]. Find L([ 2 -1 3)]. All the numbers in [ ] should be vertical, but I don't know how to set that up. Homework Equations The Attempt at a Solution...
  28. A

    Linear Transformation, P2 to R2

    Homework Statement T(a+bx+cx^2) = [b+c a-c] What is Ker(T) Homework Equations I don't the relevant equation(s). I know that the definition of the kernal of a LT is the set of all vectors that are mapped to 0 by T. The Attempt at a Solution What...
  29. L

    Finding an Orthogonal Transformation for Mapping Points

    Hi, I am trying to find an orthogonal transformation that maps the point (0,5) to the point (3,4). Now, I found that the transformation matrix M for a reflection in the line y=mx is as follows: M = \left( \begin{array}{cc} cos(2\theta) & sin(2\theta)\\ sin(2\theta) & -cos(2\theta) \end{array}...
  30. A

    Finding a Linear Transformation with specific domail and range

    Hey, i have an assignment in MATLAB class which is Let L be a linear transformation such that L(1)=(2 -1)' L(1-x)=(1 0)' L(1+x^2)=(1 1)' L(1+x^3)=(1 2)' Determine a matrix in domain such that with the canonical in range, the matrix that represents L has two null columns. I don't know...
  31. J

    Is T(x, y) = (x1+5, x2) a Linear Transformation?

    Homework Statement Verify the linear transformation & find the standard matrix A T:R2->R2, T(x,y) = (x1+5,x2) Homework Equations The Attempt at a Solution so i have to verify addition and multiplication T(u+v) = ((u1+v1)+5,(u2+v2) Does this fail.. it seems i will never be...
  32. F

    Image and nullspace bases of a linear transformation

    Homework Statement Let T be the linear transformation T: M2x2-->M2x2 given by T([a,b;c,d]) = [a,b;c,d][0,0;1,1] = [b,b;d,d] Find bases (consisting of 2x2 matrices) for the image of T and the nullspace of T. Homework Equations Standard basis of a 2x2 matrix...
  33. N

    Is Vector w in the Range of Matrix A?

    L: R^3 -> R^3 is a linear transformation defined by L(v) =A(v) A is given as -1 2 0 and w= 1 1 1 1 2 2 -1 1 -1 is w in the range of L? My understanding is that if a vector exists such that the...
  34. Z

    Linear transformation of an orthonormal basis

    Homework Statement Consider a linear transformation L from Rm to Rn. Show that there is an orthonormal basis {v1,...,vm} of Rm to Rn such that the vectors {L(v1),...,L(vm)} are orthogonal. Note that some of the vectors L(vi) may be zero. HINT: Consider an orthonormal basis {v1,...,vm} for...
  35. K

    Linear Transformation: Kernel, Range, and 1-1 Status

    [b]1. Find the kernel and range of the linear transformation. Indicate whether its 1-1, onto, both or neither [b]2. U: P2-----> R^2 defined by U(f(x)) = [f(1), f ' (1)] [b]3. To me by looking at the problem, it seems as if its going to be 1-1. As for solving this problem...I AM...
  36. A

    Linear transformation and matrix transformation

    Do all linear transformations are matrix transformation? In a book by David C Lay, he wrote on page 77 that not all linear tranformations are matrix transformations and on page 82 he wrote that very linear transformation from Rn to Rm is actually a matrix transformation. I know that every matrix...
  37. P

    Having difficulty understanding what the Range of a linear transformation is.

    One of the topics in my linear algebra course is kernel and range of a linear transformation. I have a firm understanding of what the kernel is: the set of vectors such that it maps all inputs to the zero vector. Range, however, remains nebulous to me. My textbook says that the range is "THe...
  38. G

    Linear Transformation / Kernel Question

    Homework Statement L(p(t)) = t*dp/dt + t^2*p(1) If p(t) = a*t^2 + b*t + c, find a basis for the kernel of L. Homework Equations None. The Attempt at a Solution I know that L(a*t^2 + b*t + c) = 0, so that would mean that the derivative needs to be zero and p(1) needs to be zero. This...
  39. J

    Is Kernel of T a line or a point?

    Homework Statement Linearly speaking the Kernel of T is a ? Homework Equations I solved kernel of T to equal {<-5,3,1>} The Attempt at a Solution So is Kernel of T is a plane?
  40. G

    Linear Transformation / Coordinate Vector Question

    Homework Statement The following vectors form an ordered basis E = [v1, v2] of the subspace V = span(v1,v2): v1 = (1,2,1)^T , v2 = (3,2,1)^T. The vector v = (24,-8,-4)^T belongs to the subspace V. Find its coordinates (c1,c2)^T = [v]E relative to the ordered basis E = [v1,v2]. Homework...
  41. L

    Matrix of linear transformation

    Homework Statement Find the matrix of the transformation: T: R^{2} \rightarrow R^{2x2} \[ T(a,b) = \left[ {\begin{array}{cc} a & 0 \\ 0 & b \\ \end{array} } \right] \] Homework Equations The Attempt at a Solution I choose the standard bases for R^{2} and R^{2x2}...
  42. G

    Inner Product of a Linear Transformation

    Homework Statement Let V be a vector space over a field F = R or C. Let W be an inner product space over F. w/ inner product <*,*>. If T: V->W is linear, prove <x,y>' = <T(x),T(y)> defines an inner product on V if and only if T is one-to-one Homework Equations What we know, W is an inner...
  43. F

    Determinant of matrix of linear transformation

    Homework Statement Linear transformation T: P2->P2 T(f) = -5f + 8f' Need to find detA (A is a matrix of T) Homework Equations T(f) = Af The Attempt at a Solution The basis of P2 is B={1, x, x2}. Some polynomial f with respect to B looks like this in general: (a, b, c)T right...
  44. D

    Linear Transformation Algebra: Is My Work Correct?

    c . L(A) = A + I L(alpha A + beta B) = +(alpha A + I + beta B, I) and +(alpha A + I + beta B, I) = alpha A + beta B + 2*I alpha L(A) + beta L(B) = alpha (A + I) + beta (B + I) and alpha (A + I) + beta (B + I) = alpha A + beta B + I (alpha + beta) Are these steps correct for the linear...
  45. C

    Simple question on non singular linear transformation

    Homework Statement Given that "If T(Ta)=0, then Ta=0", can we say that the linear transformation on V is nonsingular? Homework Equations The Attempt at a Solution Since what the statement implies is that T has only zero subspace of V as its null space, can we not say that it's...
  46. M

    Linear transformation: Rotations in R3

    Homework Statement A robot arm in a xyz coordinate system is doing three consecutive rotations, which are as follows: 1) Rotates (Pi/4) rad around the z axis 2) Rotates (Pi/3) rad around the y axis 3) Rotations -(Pi/6) rad around the x axis Find the standard matrix for the (combined)...
  47. J

    Linear Transformation: V --> W - True or False?

    Homework Statement T: V --> W is a linear transformation where V and W are finite dimensional. If dim V is less than or equal to dim W, then T is one-to-one. True or false? Homework Equations The Attempt at a Solution First of all, I'm assuming that im(T) = W. Is that correct...
  48. Z

    Linear Transformation Isomorphism

    I think I've solved this problem, but the examples in my textbook are not giving me any indication as to whether my reasoning is sound. Homework Statement Is the transformation T(M) = M\left[ \begin{array}{cccc} 1 & 2 \\ 3 & 6\end{array} \right] from \mathbb{R}2x2 to \mathbb{R}2x2 linear...
  49. C

    Linear Transformation and Proving Norms

    Homework Statement Suppose T : V --> W is a linear transformation and one-to-one. Show, if ||.|| is a norm on W, then ||x|| =||T(x)|| is a norm on V. (V and W are vector spaces) Homework Equations T is linear, so T(x+y)= T(x) + T(y) and T(ax)= aT(x) T is one-to-one, so T(x)=T(y)...
  50. E

    How to Solve Linear Transformations with Only a Constant?

    Homework Statement F:R^2 to R^2 defined by F(x)= x1+x2 1 Where x= x1 x2 Homework Equations Must satisfy these conditions: T(u+v)=T(u)+T(v) T(au)=aT(u) The Attempt at a Solution I said u= u1 u2 v= v1 v2 u+v= u1+u2 v1+v2 then F(u+v)= (u1+v1) +...
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