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3.3Embedded interactionEstimated reading time: 5 min

3.3 Transposes, symmetric matrices, and skew-symmetric matrices

Transpose matrices carefully, then use that operation to read symmetry and sign changes across the diagonal.

Course contents

MATH1030: Linear algebra I

Linear algebra notes.

37 sections

The transpose is a simple operation with big consequences. It swaps rows and columns, but that small move lets you define several important matrix families and prove useful algebraic rules.

This note has two goals:

  1. understand what ATA^T really does;
  2. learn how to recognize symmetric and skew-symmetric matrices from the diagonal outward.

Intuition first: reflect across the main diagonal

When you transpose a matrix, the entry in row i, column j moves to row j, column i.

The easiest picture is a reflection across the main diagonal. Entries on the diagonal stay where they are. Entries off the diagonal trade places with their partners on the other side.

That is why symmetry questions are always about comparing pairs like a12a_{12} and a21a_{21}.

Definitions

Definition

Transpose, symmetric matrix, and skew-symmetric matrix

If AA is an m×nm × n matrix, then its transpose ATA^T is the n×mn × m matrix defined by

[AT]ij=[A]ji.[A^T]_{ij} = [A]_{ji}.

A square matrix is symmetric if AT=AA^T = A.

A square matrix is skew-symmetric if AT=AA^T = -A.

Notice the word square. If AA is not square, then AA and ATA^T do not even have the same size, so the equations AT=AA^T = A and AT=AA^T = -A cannot be true.

Embedded interactive moment

The live comparison below lets you switch among several examples. Compare AA with ATA^T, then look at what happens to entries on opposite sides of the main diagonal.

Read and try

Compare a matrix with its transpose

The live widget compares a matrix with its transpose and shows how the symmetric and skew-symmetric parts are built.

Choose an example

Original matrix A

2-1
-13

Transpose A^T

2-1
-13

Classification

The off-diagonal entries match, so swapping rows and columns changes nothing.

A^T = A

Symmetric

Symmetric part 1/2(A + A^T)

2-1
-13

Skew-symmetric part 1/2(A - A^T)

00
00

Worked example

Worked example

Read symmetry from matching entries

Let

A=[214130405].A = \begin{bmatrix} 2 & -1 & 4 \\ -1 & 3 & 0 \\ 4 & 0 & 5 \end{bmatrix}.

Then

AT=[214130405]=A.A^T = \begin{bmatrix} 2 & -1 & 4 \\ -1 & 3 & 0 \\ 4 & 0 & 5 \end{bmatrix} = A.

So AA is symmetric.

Now consider

B=[021205150].B = \begin{bmatrix} 0 & 2 & -1 \\ -2 & 0 & 5 \\ 1 & -5 & 0 \end{bmatrix}.

Then each off-diagonal entry changes sign when reflected across the diagonal, and every diagonal entry is 0. Therefore BT=BB^T = -B, so BB is skew-symmetric.

Why diagonal entries matter in the skew-symmetric case

If AA is skew-symmetric, then AT=AA^T = -A.

Look at a diagonal entry aiia_{ii}. Transposing does not move it, so the rule forces

aii=aii.a_{ii} = -a_{ii}.

That means

2aii=0,2a_{ii} = 0,

so every diagonal entry must be 0.

This is one of the fastest ways to reject a candidate skew-symmetric matrix: if even one diagonal entry is nonzero, the matrix cannot be skew-symmetric.

Theorem

Transpose reverses multiplication order

Whenever the product AB is defined,

(AB)T=BTAT.(AB)^T = B^T A^T.

This rule is important because transpose does not merely act on each matrix separately. It also reverses the order of multiplication. Students often forget that reversal.

Common mistakes

Common mistake

Thinking every square matrix is symmetric

Being square is only the first requirement. You still need the reflected entries to agree.

Common mistake

Forgetting that skew-symmetric means a sign change

For symmetry you compare equal entries. For skew-symmetry you compare opposite entries with opposite signs.

Common mistake

Writing(AB)T=ATBTWriting (AB)^T = A^T B^T

Transpose reverses the multiplication order. The correct formula is (AB)T=BTAT(AB)^T = B^T A^T.

Quick checks

Quick check

Why must a symmetric or skew-symmetric matrix be square?

Answer using the sizes of AA and ATA^T.

Solution

Answer

Quick check

What must the diagonal entries of a skew-symmetric matrix be?

Give the exact value.

Solution

Answer

Exercises

Quick check

Explain in words why A+ATA + A^T is always symmetric.

You do not need a full formal proof, but you must mention transpose.

Solution

Guided solution

Quick check

Explain in words why AATA - A^T is always skew-symmetric.

Again, focus on what happens after taking the transpose.

Solution

Guided solution

Read 3.2 Matrix multiplication and linear systems if the order-reversal rule for (AB)T(AB)^T still feels too sudden.

Continue to 3.4 Special matrices to see more named matrix families built from shape and position.

Key terms in this unit

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