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Changing Representations of Vectors

Change of basis matrices are the identity map written with respect to two different bases, and every nonsingular matrix is one of them.

Linear Algebra, Changing Representations of Vectors

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17 exercises

Exercise 1

In R2\mathbb{R}^{2}, where

find the change of basis matrices from DD to E2{\cal E}_{2} and from E2{\cal E}_{2} to DD. Multiply the two.

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Exercise 2

Which of these matrices could be used to change bases?

  • (a)  (1234)\begin{pmatrix}1&2\\ 3&4\end{pmatrix}     (b)  (0−11−1)\begin{pmatrix}0&-1\\ 1&-1\end{pmatrix}     (c)  (23−1010)\begin{pmatrix}2&3&-1\\ 0&1&0\end{pmatrix}     (d)  (23−101047−2)\begin{pmatrix}2&3&-1\\ 0&1&0\\ 4&7&-2\end{pmatrix}     (e)  (020006100)\begin{pmatrix}0&2&0\\ 0&0&6\\ 1&0&0\end{pmatrix}

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Exercise 3

Find the change of basis matrix for B,D⊆R2B,D\subseteq\mathbb{R}^{2}.

  • (a)  B=E2B={\cal E}_{2}, D=⟨e⃗2,e⃗1⟩D=\langle\vec{e}_{2},\vec{e}_{1}\rangle     (b)  B=E2B={\cal E}_{2}, D=⟨(12),(14)⟩D=\langle\begin{pmatrix}1\\ 2\end{pmatrix},\begin{pmatrix}1\\ 4\end{pmatrix}\rangle     (c)  B=⟨(12),(14)⟩B=\langle\begin{pmatrix}1\\ 2\end{pmatrix},\begin{pmatrix}1\\ 4\end{pmatrix}\rangle, D=E2D={\cal E}_{2}     (d)  B=⟨(−11),(22)⟩B=\langle\begin{pmatrix}-1\\ 1\end{pmatrix},\begin{pmatrix}2\\ 2\end{pmatrix}\rangle, D=⟨(04),(13)⟩D=\langle\begin{pmatrix}0\\ 4\end{pmatrix},\begin{pmatrix}1\\ 3\end{pmatrix}\rangle

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Exercise 4

Find the change of basis matrix for each B,D⊆P2B,D\subseteq\mathcal{P}_{2}.

  • (a)  B=⟨1,x,x2⟩,D=⟨x2,1,x⟩B=\langle 1,x,x^{2}\rangle,D=\langle x^{2},1,x\rangle     (b)  B=⟨1,x,x2⟩,D=⟨1,1+x,1+x+x2⟩B=\langle 1,x,x^{2}\rangle,D=\langle 1,1+x,1+x+x^{2}\rangle     (c)  B=⟨2,2x,x2⟩,D=⟨1+x2,1−x2,x+x2⟩B=\langle 2,2x,x^{2}\rangle,D=\langle 1+x^{2},1-x^{2},x+x^{2}\rangle

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Exercise 5

For the bases in Exercise 3, find the change of basis matrix in the other direction, from DD to BB.

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Exercise 6

Decide if each changes bases on R2\mathbb{R}^{2}. To what basis is E2{\cal E}_{2} changed?

  • (a)  (5004)\begin{pmatrix}5&0\\ 0&4\end{pmatrix}     (b)  (2131)\begin{pmatrix}2&1\\ 3&1\end{pmatrix}     (c)  (−142−8)\begin{pmatrix}-1&4\\ 2&-8\end{pmatrix}     (d)  (1−111)\begin{pmatrix}1&-1\\ 1&1\end{pmatrix}

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Exercise 7

For each space find the matrix changing a vector representation with respect to BB to one with respect to DD.

  • V=R3V=\mathbb{R}^{3}, B=E3B={\cal E}_{3}, D=⟨(123),(111),(01−1)⟩D=\langle\begin{pmatrix}1\\ 2\\ 3\end{pmatrix},\begin{pmatrix}1\\ 1\\ 1\end{pmatrix},\begin{pmatrix}0\\ 1\\ -1\end{pmatrix}\rangle

  • V=R3V=\mathbb{R}^{3}, B=⟨(123),(111),(01−1)⟩B=\langle\begin{pmatrix}1\\ 2\\ 3\end{pmatrix},\begin{pmatrix}1\\ 1\\ 1\end{pmatrix},\begin{pmatrix}0\\ 1\\ -1\end{pmatrix}\rangle, D=E3D={\cal E}_{3}

  • V=P2V=\mathcal{P}_{2}, B=⟨x2,x2+x,x2+x+1⟩B=\langle x^{2},x^{2}+x,x^{2}+x+1\rangle, D=⟨2,−x,x2⟩D=\langle 2,-x,x^{2}\rangle

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Exercise 8

Find bases such that this matrix represents the identity map with respect to those bases.

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Exercise 9

Consider the vector space of real-valued functions with basis ⟨sin⁡(x),cos⁡(x)⟩\langle\sin(x),\cos(x)\rangle. Show that ⟨2sin⁡(x)+cos⁡(x),3cos⁡(x)⟩\langle 2\sin(x)+\cos(x),3\cos(x)\rangle is also a basis for this space. Find the change of basis matrix in each direction.

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Exercise 11

What is the change of basis matrix with respect to B,BB,B?

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Exercise 12

Prove that a matrix changes bases if and only if it is invertible.

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Exercise 13

Finish the proof of Lemma 1.5.

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Exercise 14

Let HH be an n ⁣× ⁣nn\!\times\!n nonsingular matrix. What basis of Rn\mathbb{R}^{n} does HH change to the standard basis?

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Exercise 15

  • In P3\mathcal{P}_{3} with basis B=⟨1+x,1−x,x2+x3,x2−x3⟩B=\langle 1+x,1-x,x^{2}+x^{3},x^{2}-x^{3}\rangle we have this representation.

    Find a basis DD giving this different representation for the same polynomial.

  • State and prove that we can change any nonzero vector representation to any other.

Hint. The proof of Lemma 1.5 is constructive — it not only says the bases change, it shows how they change.

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Exercise 16

Let V,WV,W be vector spaces, and let B,B^B,\hat{B} be bases for VV and D,D^D,\hat{D} be bases for WW. Where h ⁣:V→Wh\colon V\to W is linear, find a formula relating RepB,D(h){\rm Rep}_{B,D}(h) to RepB^,D^(h){\rm Rep}_{\hat{B},\hat{D}}(h).

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Exercise 17

Show that the columns of an n ⁣× ⁣nn\!\times\!n change of basis matrix form a basis for Rn\mathbb{R}^{n}. Do all bases appear in that way: can the vectors from any Rn\mathbb{R}^{n} basis make the columns of a change of basis matrix?

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Exercise 18

Find a matrix having this effect.

That is, find a MM that left-multiplies the starting vector to yield the ending vector. Is there a matrix having these two effects?

  • (a)  (13)↦(11)(2−1)↦(−1−1)\begin{pmatrix}1\\ 3\end{pmatrix}\mapsto\begin{pmatrix}1\\ 1\end{pmatrix}\quad\begin{pmatrix}2\\ -1\end{pmatrix}\mapsto\begin{pmatrix}-1\\ -1\end{pmatrix}     (b)  (13)↦(11)(26)↦(−1−1)\begin{pmatrix}1\\ 3\end{pmatrix}\mapsto\begin{pmatrix}1\\ 1\end{pmatrix}\quad\begin{pmatrix}2\\ 6\end{pmatrix}\mapsto\begin{pmatrix}-1\\ -1\end{pmatrix}

Give a necessary and sufficient condition for there to be a matrix such that v⃗1↦w⃗1\vec{v}_{1}\mapsto\vec{w}_{1} and v⃗2↦w⃗2\vec{v}_{2}\mapsto\vec{w}_{2}.

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Adapted from Linear Algebra © 2016 Jim Hefferon. Licensed under CC BY-SA 3.0 US. Source: Linear Algebra. Imported at revision df2262e.