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.
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?
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...
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...
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...
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...
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...
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)...
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'...
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...
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]...
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}) =...
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...
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...
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...
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}...
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
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) =...
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...
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...
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]...
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...
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...
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
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...
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...
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...
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...
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...
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 ...
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...
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...
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...
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...
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...
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...
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...
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...
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...
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...
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...
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...
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...
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...
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...
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...
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}...
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 +...
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...
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?
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...