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Definition and Examples

Two matrices representing one transformation in different bases, the change-of-basis equation linking them, and why this refines matrix equivalence.

Linear Algebra, Definition and Examples

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20 exercises

Exercise 1

For

check that T^=PTP−1\hat{T}=PTP^{-1}.

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Exercise 2

Example 1.4 shows that the only matrix similar to a zero matrix is itself and that the only matrix similar to the identity is itself.

  • Show that the 1 ⁣× ⁣11\!\times\!1 matrix whose single entry is 22 is also similar only to itself.

  • Is a matrix of the form cIcI for some scalar cc similar only to itself?

  • Is a diagonal matrix similar only to itself?

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Exercise 3

Consider this transformation of C3\mathbb{C}^{3}

and these bases.

We will compute the parts of the arrow diagram to represent the transformation using two similar matrices.

  • Draw the arrow diagram, specialized for this case.

  • Compute T=RepB,B(t)T={\rm Rep}_{B,B}(t).

  • Compute T^=RepD,D(t)\hat{T}={\rm Rep}_{D,D}(t).

  • Compute the matrices for the other two sides of the arrow square.

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Exercise 4

Consider the transformation t ⁣:P2→P2t\colon\mathcal{P}_{2}\to\mathcal{P}_{2} described by x2↦x+1x^{2}\mapsto x+1, x↦x2−1x\mapsto x^{2}-1, and 1↦31\mapsto 3.

  • Find T=RepB,B(t)T={\rm Rep}_{B,B}(t) where B=⟨x2,x,1⟩B=\langle x^{2},x,1\rangle.

  • Find T^=RepD,D(t)\hat{T}={\rm Rep}_{D,D}(t) where D=⟨1,1+x,1+x+x2⟩D=\langle 1,1+x,1+x+x^{2}\rangle.

  • Find the matrix PP such that T^=PTP−1\hat{T}=PTP^{-1}.

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Exercise 5

Let TT represent t ⁣:C2→C2t\colon\mathbb{C}^{2}\to\mathbb{C}^{2} with respect to B,BB,B.

We will convert to the matrix representing tt with respect to D,DD,D.

  • Draw the arrow diagram.

  • Give the matrix that represents the left and right sides of that diagram, in the direction that we traverse the diagram to make the conversion.

  • Find RepD,D(t){\rm Rep}_{D,D}(t).

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Exercise 6

Exhibit a nontrivial similarity relationship by letting t ⁣:C2→C2t\colon\mathbb{C}^{2}\to\mathbb{C}^{2} act in this way,

picking two bases B,DB,D, and representing tt with respect to them, T^=RepB,B(t)\hat{T}={\rm Rep}_{B,B}(t) and T=RepD,D(t)T={\rm Rep}_{D,D}(t). Then compute the PP and P−1P^{-1} to change bases from BB to DD and back again.

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Exercise 7

Show that these matrices are not similar.

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Exercise 8

Explain Example 1.4 in terms of maps.

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Exercise 9

Are there two matrices AA and BB that are similar while A2A^{2} and B2B^{2} are not similar?

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Exercise 10

Prove that if two matrices are similar and one is invertible then so is the other.

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Exercise 11

Show that similarity is an equivalence relation. (The definition given earlier already reflects this, so instead start here with the definition that T^\hat{T} is similar to TT if T^=PTP−1\hat{T}=PTP^{-1}.)

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Exercise 12

Consider a matrix representing, with respect to some B,BB,B, reflection across the xx-axis in R2\mathbb{R}^{2}. Consider also a matrix representing, with respect to some D,DD,D, reflection across the yy-axis. Must they be similar?

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Exercise 13

Prove that matrix similarity preserves rank and determinant. Does the converse hold?

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Exercise 14

Is there a matrix equivalence class with only one matrix similarity class inside? One with infinitely many similarity classes?

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Exercise 15

Can two different diagonal matrices be in the same similarity class?

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Exercise 16

Prove that if two matrices are similar then their kk-th powers are similar when k>0k>0. What if k≤0k\leq 0?

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Exercise 17

Let p(x)p(x) be the polynomial cnxn+⋯+c1x+c0c_{n}x^{n}+\cdots+c_{1}x+c_{0}. Show that if TT is similar to SS then p(T)=cnTn+⋯+c1T+c0Ip(T)=c_{n}T^{n}+\cdots+c_{1}T+c_{0}I is similar to p(S)=cnSn+⋯+c1S+c0Ip(S)=c_{n}S^{n}+\cdots+c_{1}S+c_{0}I.

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Exercise 18

List all of the matrix equivalence classes of 1 ⁣× ⁣11\!\times\!1 matrices. Also list the similarity classes, and describe which similarity classes are contained inside of each matrix equivalence class.

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Exercise 19

Does similarity preserve sums?

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Exercise 20

Show that if T−λIT-\lambda I and NN are similar matrices then TT and N+λIN+\lambda I are also similar.

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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.