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. H

    Linear Transformations and Matrices

    Let L:P1 >> P1 be a linear transformation for which we know that L(t + 1) = 2t + 3 and L(t - 1) = 3t -2 a) Find L(6t-4) I just want to check the way to calculate this question. Is L(6t - 4) equal to 6*3t - 4*2 = 18t - 8? if not, how to calculate it?
  2. D

    Linear Transformations (T o S?)

    Homework Statement Let T : R2 -> R2 be the linear transformation defined by the formula T(x, y) = (2x + 3y,−x − y). Let S : R2 -> R2 be the linear transformation whose matrix is 3 −1 2 4 i. Write down the matrix of T. ii. Calculate the matrices of the linear transformations T o S...
  3. K

    Linear Transformations: Understanding n and m in T: R^n -> R^m

    Homework Statement Given A = \left(\begin{array}{ccc}1&-1&1\\0&1&1\end{array}\right) Why isn't Latex working for above array :( Define a transformation as T: \Re^{n} -> \Re^{m} T(\vec{x}) = A \vec{x} 1) a. What is n? b. What is m? 2) Find \vec{x} , if possible, given that...
  4. C

    Linear Transformations: im(S+T) subset of im(S) + im(T)

    Homework Statement Let V be an n-dimensional vector space over R, and let S and T be linear transformations from V to V. (i) Show that im(S+T) \subseteq im(S) + im(T) (ii) Show that r(ST) \leq min(r(S),r(T)), and that n(ST) \leq n(S) + n(T) Homework Equations none that i can think...
  5. M

    Are these compositions of linear transformations reflections or rotations?

    Homework Statement if Sa: R2 -> R2 is a rotation by angle a counter-clockwise if Tb: R2 -> R2 is a reflection in the line that has angle b with + x-axis Are the below compositions rotations or reflections and what is the angle? a) Sa ○ Tb b) Ta ○ Tb Homework Equations I don't...
  6. C

    On Linear Transformations Tsquared = T

    Diagonisability of Linear Transformations Tsquared = T Let T be a linear transformation such that T^2 = T. i. Show that if v is not 0, then either T(v) = 0 or T(v) is an eigenvector of eigenvalue 1. (easy) ii. Show that T is diagonalisable. ... Sorry, I misread the question just...
  7. M

    Riemann Integrability, Linear Transformations

    Homework Statement If f,g are Riemann integrable on [a,b], then for c,d real numbers, (let I denote the integral from a to b) I (cf + dg) = c I (f) + d I (g) Homework Equations The Attempt at a Solution I have the proofs for c I(f) = I (cf) and I (f+g) = I (f)...
  8. E

    Deriving Linear Transformations - Special Relativity

    I wasn't sure if this counted as intro physics. Feel free to move if I have it in the wrong place. Homework Statement In class we learned some linear transformations where we have a stationary observer and another moving near the speed of light. Describing the reference frames: s' -> x'=u't'...
  9. S

    Linear Transformations Confusion

    Homework Statement Not really a problem per se; more of an issue with some aspects of linear transformations. We've learned that a linear combination of linear transformations is defined as follows: (c_1T_1+c_2T_2)(\vec{x})=c_1T_1(\vec{x})+c_2T_2(\vec{x})\,\,\,\,\,\, \vec{x}\varepsilon...
  10. K

    Can You Solve This Linear Transformation Equation?

    1. R\circF\circR-1=S where F denotes the reflection in the x-axis where S is the reflection in the line y=x where R = R\pi/4 : R2 \rightarrow R2 3. An attempt I have found that the standard matrix for R = [cos\theta sin\theta]...
  11. R

    Linear algebra proof (matrices and linear transformations)

    Homework Statement Let T \in L(V, W), where dim(V) = m and dim(W) = n. Let {v1, ..., vm} be a basis of V and {w1, ..., wn} a basis for W. Define the matrix A of T with respect to the pair of bases {vi} and {wj} to be the n-by-m matrix A = (aij), where T(v_{i}) =...
  12. K

    Real inner product spaces and self adjoint linear transformations

    Homework Statement Let V be a real inner product space of dimension n and let Q be a linear transformation from V to V . Suppose that Q is non-singular and self-adjoint. Show that Q−1 is self-adjoint. Suppose, furthermore, that Q is positive-definite (that is, <Qv,v> > 0 for all non-zero...
  13. A

    Linear transformations - Proving that a set generates the targe space

    Homework Statement Let A: E \rightarrow F be a linear transformation between vector spaces (of any dimension) and let X be a subset of F with the following property (which is only a conditional): IF X \subseteq Im(A) THEN A is surjective. ... (*) Prove that X is a generating set for...
  14. C

    Linear Algebra proof with Linear Transformations

    Homework Statement Suppose that A is a real symmetric n × n matrix. Show that if V is a subspace of R^n and that A(V) is contained in V , then A(V perp) is contained in V perp. Homework Equations A = A_T (A is equal to its transpose) The Attempt at a Solution I have no idea...
  15. T

    Linear Transformations: Solving (iii)

    Homework Statement [PLAIN]http://img219.imageshack.us/img219/2950/linl.jpg Homework Equations The Attempt at a Solution Is this how I do part (iii)? From (ii) I get: M^{\mathcal C}_{\mathcal C} (\phi) = \begin{bmatrix} 1 & 3 & 2 \\ 1 & -3 & 0 \\ 0 & 0 & 2 \end{bmatrix}...
  16. P

    Proving Finite-Dimensional Linear Transformations in Vector Spaces

    Homework Statement Prove that if V is a finite-dimensional vector space, then the space of all linear transformations on V is finite-dimensional, and find its dimension. Homework Equations The Attempt at a Solution
  17. B

    Proving One-to-One Property of Linear Transformations with Dimension Equality

    I am having trouble with this problem: Let T:V->W be a linear transformation. Prove that T is one-to-one if and only if dimension of V = dim(RangeT). I know that in order to be a linear transformation: 1) T(vector u + vector v) = T(vector u) + T(vector v) and 2) T(c*vector u) =...
  18. L

    Transforming Triangles with ABC Matrix

    Homework Statement Write down 3x3 matrices A, B, C such that when the vectors in R2 are expressed in homogeneous coordinates, the product ABC first translates vectors by (-1, 2), then reflects them about the line y=-x and finally scales them by 2. using your matrix ABC, determine the image...
  19. F

    Linear Transformations: Explaining the Theorem

    I don't quite understand the idea that (as my book says) every linear transformation with domain Rn and codomain Rm is a matrix transofrmation... I mean i get the idea of what a linear transformation is (sorta like a function) but it gives the theorem: Let T: Rn -> Rm be linear. Then there is...
  20. S

    Linear Transformations of Matrices

    Homework Statement The Attempt at a Solution I think I first need to find T(e2)=? and T(e2)=? and then combine those into a matrix. I am having trouble starting to solve for T(e1) and T(e2) so far I have [1] = alpha [1] + beta [3] [0] [2]...
  21. N

    Matrix representations of linear transformations

    Homework Statement Let g(x)=3+x and T(f(x))=f'(x)g(x)+2f(x), and U(a+bx+cx2)=(a+b,c,a-b). So T:P2(R)-->P2(R) and U:P2(R)-->R3. And let B and y be the standard ordered bases for P2 and R3 respectively. Compute the matrix representation of U (denoted [U]yB) and T ([T]yB) and their...
  22. S

    Linear Algebra - Linear transformations

    Homework Statement which of the following are linear transformations. a) L(x,y,z) = (0,0) b) L(x,y,z) = (1 ,2, -1) c) L(x,y,z) = (x^2 + y, y - z) The Attempt at a Solution I know that L is a linear transformation if L(u + v) = L(u) + L(v) and L(ku) = kL(u). I am not sure how to...
  23. X

    Linear transformations with functions

    For the linear transformation, T: R^2\rightarrow R^2, T(x,y) = (x^2,y) find the preimage of.. f(x)= 2x+1 I have no trouble with these types of problems when it comes to vectors that aren't functions. Any help would be appreciated! Thanks! ~Matt
  24. N

    Which of the following are Linear Transformations?

    Below is a HW problem which I believe is correct. Can you guys take a look and advise? Which of the following are linear transformations A) L(x,y,z)= (0,0) B) L(x,y,z)= = (1,2,-1) C) L(x,y,z)= ( x^2 +y , y-z) To prove these relationships are linear transformations, they must satisfy...
  25. N

    Matrix of Linear Transformations

    L: R^2=>R^2 is defined by L(x,y)= (x+2y), (2x-y) let S be the natural basis for R^2 and T=(-1,2), (2,0). T is another basis for R^2. Find the matrix representing L with respect to A) S B) S and T C) T and S D) T E) Compute L L(1,2) using the definition...
  26. B

    Linear Transformations and Isomorphisms

    1. Find out which of the transformations are linear. For those that are linear, determine whether they are isomorphisms. T(f(t)) = f'(t) + t^2 from P2 to P2 2. To be linear, T(f(t)+g(t))=T(f(t)) + T(g(t)), kT(f(t))=T(f(kt)) 3. After testing for linearity, I am thinking that the...
  27. H

    Linear Transformations and Coordinate

    Homework Statement Let B be a basis of R^2 consisting of the vectors <5,2> and <1,5> and let R be the basis consisting of <2,3> and <1,2> Find a matrix P such that [x]_r=P[x]_b for all x in R^2 Homework Equations Ax=B? The Attempt at a SolutionI attempted by using Ax=B as a format to solve...
  28. E

    How to determine a formula for T using given linear transformations?

    Homework Statement Derive a formula for T. T([1 1]^T)=[2 -1]^T and T([1 -1]^T)=[0 3]^T (...^T=transpose and T(...)=Linear Transformation Homework Equations T(c1v1+...+cnvn)=c1T(v1)+...+cnT(vn) The Attempt at a Solution The solutions manual's method and the method I am...
  29. R

    Spectral theorem for self-adjoint linear transformations

    Let P,Q be self-adjoint linear transformations from V to V, Q is also positive-definite. Deduce that there exist scalars λ1 , . . . , λn and linearly independent vectors e1 , . . . , en in V such that, for i, j = 1, 2, . . . , n: (i) P ei = λi Qei ; (ii) <P ei , ej > = δi j λi ; (iii) <Qei ...
  30. K

    Eigenvalues, linear transformations

    Homework Statement T: V-> V, dimV = n, satisfies the condition that T2 = T 1. Show that if v \in V \ {0} then v \in kerT or Tv is an eigenvector for eigenvalue 1. 2. Show that T is diagonalisable. Homework Equations The Attempt at a Solution I have shown in an earlier part...
  31. G

    Another linear algebra problem, basis and linear transformations.

    Homework Statement The matrix A =(1,2,3;4 5 6) defines a linear transformation T: R^3-->R^2 . Find the transformation matrix for T with respect to the basis (1,0,1),(0,2,0),(-1,0,1) for R^3 and the basis (0,1),(1,0) for R^2. Homework Equations - The Attempt at a Solution I have no...
  32. P

    Linear Transformations problem

    Homework Statement Determine if the transformation T: R^{2}\rightarrow R^{2} is linear if T(x, y)= (x+1, 2y) Homework Equations 1. T(u + v) = T(u) + T(v) 2. T(c*u) = cT(u) 3. T(0) = 0 The Attempt at a Solution I believe I have to use the above provided equations to determine...
  33. P

    How Do You Apply Linear Transformations to Find T(-3, 4)?

    Homework Statement Let u = (1,2), v = (3,1) and T: R^{2}\rightarrow R be a linear transformation such that T(u)= 4 and T(v)= 5. What is T(-3, 4)? (Hint: Write (-3,4) as a linear combination of u and v.) Homework Equations T(x)= b The Attempt at a Solution I don't really know where...
  34. V

    Proof of sums of linear transformations

    Given linear transformations S: Rn --> Rm and T: Rn --> Rm, show the following: a) S+T is a linear transformation b) cS is a linear transformation I know that since both S and T are linear transformations on their own, they satisfy the properties for being a linear transformation, which is that...
  35. I

    Linear transformations (algebra)

    Homework Statement Let V be a subset of R2 and some fixed 1-dimensional subspace of R2. F:R2->R2 by F(v) = v if v is in V, 0 otherwise Prove that F is not a linear transformation. Homework Equations The Attempt at a Solution Just wondering if i got it right, i don't want to...
  36. P

    Linear Transformations: One-to-One and Onto Conditions

    Homework Statement (124) If a linear transformation T : R3 -> R5 is one-to-one, then (a) Its rank is five and its nullity is two. (b) Its rank and nullity can be any pair of non-negative numbers that add up to five. (c) Its rank is three and its nullity is two. (d) Its rank is two and...
  37. D

    Linear Transformations matrix help

    Homework Statement Two questions; 1. Let v1 = [-3, -4] and v2 = [-2, -3] Let T: R^2 -> R^2 be the linear transformation satisfying T(v1) = [29, -35] and T(v2) = [22, -26] Find the image of the arbitrary vector [x, y] T[x,y] = [ _ , _ ] 2. The cross product of two vectors in...
  38. C

    Is phi(C(u,v))=C(phi(u,v,)) a linear transformation?

    Let phi(u,v)=(u-2v,-v) is this a R^2->R^2 a linear transformation? I know that there must be two rules that must be met in order to be a linear transformation, after doing the first part, it seems that it may be linear. But I do not know how to show whether or not the second rule is...
  39. I

    Is a 20-Degree Rotation in the XY-Plane a Linear Transformation?

    Homework Statement Is the function which rotates the xy-plane by 20 degrees is a linear transformation? From R2 -> R2 Homework Equations x` = xcos\theta + ysin\theta y` = -xsin\theta + ycos\theta Where \theta = 20 degrees (or \pi/9 ) The Attempt at a Solution Apparently...
  40. H

    Operations with Linear Transformations

    Homework Statement Let T:U \rightarrow V be a linear transformation, and let U be finite-dimensional. Prove that if dim(U) > dim(V), then Range(T) = V is not possible. Homework Equations dim(U) = rank(T) + nullity(T) The Attempt at a Solution I almost think there must be a typo in the book...
  41. S

    Linear Algebra - Linear Transformations, Change of Basis

    Homework Statement I need to prove this formula, but I'm not sure how to prove it.[T]C = P(C<-B).[T]B.P(C<-B)-1 whereby B and C are bases in finite dimensional vector space V, and T is a linear transformation. Your help is greatly appreciated! Homework Equations T(x)=Ax [x]C=P(C<-B)[x]B...
  42. B

    Exploring Linear Transformations on Basis Elements of P3(R)

    Hi I am trying to do a math assignment and I am finding it really difficult. Assume you have a linear transformation from T: P3(R) --> R4 What relevance is there to applying the transformation to the basis elements of P3(R), ie: T(1), T(x), T(x^2), T(x^3)? Why is this subset special...
  43. P

    Formula for T with respect to Linear Transformations

    Homework Statement Let T:P[SUB]2 -> P[SUB]2 be the linear operator by T(a[SUB]0 +a1x + a[SUB]2x = a[SUB]o + a[SUB]1 (x - 1) + a[SUB]2 (x-1)[SUP]2 Homework Equations part a ask to find the matrix [T]B - did, see below part b ask to verify matrix [T]B satisfies every vector for [T]B [X]B...
  44. W

    Proof concerning similarity between matrices of Linear Transformations

    Homework Statement Let V be a finite dimensional vector space over the field F and let S and T be linear operators on V. We ask: When do there exist ordered bases B and B' for V such that [S]B = [T]B'? Prove that such bases exist only if there is an invertible linear operator U on V such that T...
  45. E

    When are linear transformations not invariant?

    I am studying invariance, and I came across this dilemma. Suppose we have a subspace with the basis <v1, v2> of the subspace (lets say U2) and we were to map v=c1v1+c2v2 and we let c2=0. Now c1T(v1)+c2T(v2)=k1c1v1+0*T(v2)= k1c1v1. I am doing a proof and need to know what the question means by...
  46. M

    Linear Transformations using polynomials

    Homework Statement Let P3 be the space of all polynomials (with real coefficients) of degree at most 3. Let D : P3 -> P3 be the linear transformation given by taking the derivative of a polynomial. That is D(a + bx + cx2 + dx3) = b + 2cx + 3dx2: Let B be the standard basis {1; x; x2; x3}...
  47. S

    Determinant of linear transformations

    I thought this problem was pretty straightforward, but I can't seem to match the answers in the back of the book. The problem is: Find the determinant of the following linear transformation. T(v) = <1, 2, 3> x v (where the x means cross product) from the plane V given by x + 2y +...
  48. Deneb Cyg

    Linear transformations and subspaces

    Homework Statement Let B={b1,b2} be a basis for R2 and let T be the linear transformation R2 to R2 such that T(b1)=2b1+b2 and T(b2)=b2. Find the matrix of T relative to the basis B. The Attempt at a Solution I know that the matrix I'm looking for needs to be 2x2 and that the standard matrix...
  49. K

    Matrices and linear transformations

    I've recently come to the conclusion that i need to learn matrices. I read that matrices correspond to linear transformations and that every linear transformation can be represented by matrices, but what are linear transformation, and how do you represent it by a matrix?
  50. S

    A question about the rank of the sum of linear transformations

    Notations: L(V,W) stands for a linear transformation vector space form vector space V to W. rk(?) stands for the rank of "?". Question: Let τ,σ ∈L(V,W) , show that rk(τ + σ) ≤ rk(τ) + rk(σ). I want to know wether the way I'm thinking is right or not, or there's a better explanation...
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