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Chapter 3 · Matrices

Exercise 3.3 · Q3: Verify (A+B)′=A′+B′(A+B)'=A'+B' and (A−B)′=A′−B′(A-B)'=A'-B' given A′A'

Exercise 3.3Transpose of a matrix · Section 3.5
The question

If

A′=[34−1201]A' = \begin{bmatrix} 3 & 4 \\ -1 & 2 \\ 0 & 1 \end{bmatrix}

and

B=[−121123],B = \begin{bmatrix} -1 & 2 & 1 \\ 1 & 2 & 3 \end{bmatrix},

then verify that

(i) (A+B)′=A′+B′(A + B)' = A' + B'   (ii) (A−B)′=A′−B′(A - B)' = A' - B'

Exam answer A=(A′)′=[3−10421]A = (A')' = \begin{bmatrix} 3 & -1 & 0 \\ 4 & 2 & 1 \end{bmatrix} B′=[−112213]B' = \begin{bmatrix} -1 & 1 \\ 2 & 2 \\ 1 & 3 \end{bmatrix}

(i)

A+B=[211544]A + B = \begin{bmatrix} 2 & 1 & 1 \\ 5 & 4 & 4 \end{bmatrix} LHS=(A+B)′=[251414]\text{LHS} = (A + B)' = \begin{bmatrix} 2 & 5 \\ 1 & 4 \\ 1 & 4 \end{bmatrix} RHS=A′+B′=[251414]\text{RHS} = A' + B' = \begin{bmatrix} 2 & 5 \\ 1 & 4 \\ 1 & 4 \end{bmatrix}

∴\therefore LHS = RHS, so (A+B)′=A′+B′(A + B)' = A' + B'⁠.

(ii)

A−B=[4−3−130−2]A - B = \begin{bmatrix} 4 & -3 & -1 \\ 3 & 0 & -2 \end{bmatrix} LHS=(A−B)′=[43−30−1−2]\text{LHS} = (A - B)' = \begin{bmatrix} 4 & 3 \\ -3 & 0 \\ -1 & -2 \end{bmatrix} RHS=A′−B′=[43−30−1−2]\text{RHS} = A' - B' = \begin{bmatrix} 4 & 3 \\ -3 & 0 \\ -1 & -2 \end{bmatrix}

∴\therefore LHS = RHS, so (A−B)′=A′−B′(A - B)' = A' - B'⁠. Hence verified.

Want the reason behind every step, the basics and the checks?

The one idea this problem is built on

We are given A′A'⁠, not AA⁠. But transposing twice brings a matrix back, (A′)′=A(A')' = A⁠, so transposing the given matrix recovers AA⁠. After that the question is a straight verification: compute each side and compare. Notice the orders: A′A' is 3×23\times2 and BB is 2×32\times3⁠, so A′A' and BB themselves can never be added; the sums that appear are A+BA+B (both 2×32\times3⁠) and A′+B′A'+B' (both 3×23\times2⁠).

Given, to find, and the plan
Given
A′A'⁠, of order 3×23\times2⁠, and BB⁠, of order 2×32\times3⁠.
To show
(i) (A+B)′=A′+B′(A+B)' = A'+B'⁠; (ii) (A−B)′=A′−B′(A-B)' = A'-B'⁠.
Plan
(1) Recover AA from A′A' and find B′B'⁠; check all orders. (2) Left side of (i): add, then transpose. (3) Right side of (i): add A′A' and B′B'⁠. (4) Compare. (5) The same for (ii).

Basics you need

1The transpose and its order

(A′)ij=aji(A')_{ij} = a_{ji}⁠: rows become columns. An m×nm\times n matrix has an n×mn\times m transpose. Basics: reading a table sideways

2Transposing twice

(A′)′=A(A')' = A⁠. Swapping rows and columns twice puts every entry back where it started. So if we know A′A'⁠, we get AA by transposing A′A'⁠. Basics: reading a table sideways

3Adding only like with like

A sum or difference of matrices is defined only when the orders match, and it is computed entry by entry. Basics: adding only like with like

Getting ready: find AA and B′B'

  1. Recover AA by transposing A′A'

    The rows of A′A' are 3,43, 4⁠; −1,2-1, 2⁠; 0,10, 1⁠. Since A=(A′)′A = (A')'⁠, we write these rows as columns:

    A=(A′)′=[3−10421]2×3.A = (A')' = \begin{bmatrix} 3 & -1 & 0 \\ 4 & 2 & 1 \end{bmatrix}_{2\times3}.
    Transposing is its own undo (Basic 2). The order confirms it: A′A' is 3×23\times2⁠, so AA must be 2×32\times3⁠, the same order as BB⁠. That is exactly what is needed for A+BA+B and A−BA-B to exist.
    (A′)′=A(A')' = A⁠, Section 3.5.1, property (i). Lesson: transpose
  2. Find B′B' and list all orders

    The rows of BB are −1,2,1-1, 2, 1 and 1,2,31, 2, 3⁠. As columns:

    B′=[−112213]3×2.B' = \begin{bmatrix} -1 & 1 \\ 2 & 2 \\ 1 & 3 \end{bmatrix}_{3\times2}.

    Orders: AA and BB are 2×32\times3⁠, so A±BA\pm B is 2×32\times3 and (A±B)′(A\pm B)' is 3×23\times2⁠. A′A' and B′B' are 3×23\times2⁠, so A′±B′A'\pm B' is 3×23\times2⁠. Every operation in the question is defined, and both sides of each equation are 3×23\times2⁠.

    Order checks first: this question is a trap for anyone who tries to add the given A′A' to the given BB⁠. Those have orders 3×23\times2 and 2×32\times3⁠, so A′+BA'+B is not defined at all.
    Sums need equal orders (Basic 3). Basics: adding like with like

Part (i): (A+B)′=A′+B′(A+B)' = A'+B'

  1. (i) Left side: add, then transpose

    A+B=[3+(−1)−1+20+14+12+21+3]=[211544].\begin{aligned} A + B &= \begin{bmatrix} 3+(-1) & -1+2 & 0+1 \\ 4+1 & 2+2 & 1+3 \end{bmatrix} \\[1mm] &= \begin{bmatrix} 2 & 1 & 1 \\ 5 & 4 & 4 \end{bmatrix}. \end{aligned}

    The rows 2,1,12, 1, 1 and 5,4,45, 4, 4 become columns:

    (A+B)′=[251414].(A + B)' = \begin{bmatrix} 2 & 5 \\ 1 & 4 \\ 1 & 4 \end{bmatrix}.
    Sum entry by entry, Section 3.4.1; transpose, Definition 3.
  2. (i) Right side: add the transposes

    A′A' is given and B′B' was found above:

    A′+B′=[3+(−1)4+1−1+22+20+11+3]=[251414].\begin{aligned} A' + B' &= \begin{bmatrix} 3+(-1) & 4+1 \\ -1+2 & 2+2 \\ 0+1 & 1+3 \end{bmatrix} \\[1mm] &= \begin{bmatrix} 2 & 5 \\ 1 & 4 \\ 1 & 4 \end{bmatrix}. \end{aligned}
    For the right side we can use the given A′A' directly; recovering AA was only needed for the left side.
  3. (i) Compare

    Both sides are 3×23\times2 with entries 2,52, 5⁠; 1,41, 4⁠; 1,41, 4 in the same positions, so (A+B)′=A′+B′(A+B)' = A'+B'.

    Equal matrices: same order, equal corresponding entries (Definition 2).

Part (ii): (A−B)′=A′−B′(A-B)' = A'-B'

  1. (ii) Left side: subtract, then transpose

    A−B=[3−(−1)−1−20−14−12−21−3]=[4−3−130−2].\begin{aligned} A - B &= \begin{bmatrix} 3-(-1) & -1-2 & 0-1 \\ 4-1 & 2-2 & 1-3 \end{bmatrix} \\[1mm] &= \begin{bmatrix} 4 & -3 & -1 \\ 3 & 0 & -2 \end{bmatrix}. \end{aligned}

    Rows become columns:

    (A−B)′=[43−30−1−2].(A - B)' = \begin{bmatrix} 4 & 3 \\ -3 & 0 \\ -1 & -2 \end{bmatrix}.
    3−(−1)=3+1=43-(-1) = 3+1 = 4⁠: subtracting a negative adds. Every other entry is a plain subtraction.
    Difference A−B=[aij−bij]A-B = [a_{ij} - b_{ij}]⁠, Section 3.4.2. Basics: adding like with like
  2. (ii) Right side: subtract the transposes

    A′−B′=[3−(−1)4−1−1−22−20−11−3]=[43−30−1−2].\begin{aligned} A' - B' &= \begin{bmatrix} 3-(-1) & 4-1 \\ -1-2 & 2-2 \\ 0-1 & 1-3 \end{bmatrix} \\[1mm] &= \begin{bmatrix} 4 & 3 \\ -3 & 0 \\ -1 & -2 \end{bmatrix}. \end{aligned}
  3. (ii) Compare

    Both sides are 3×23\times2 with the same six entries, so (A−B)′=A′−B′(A-B)' = A'-B'.

    This is what the general rule predicts: the (i,j)(i,j) entry of (A−B)′(A-B)' is aji−bjia_{ji} - b_{ji}⁠, and so is the (i,j)(i,j) entry of A′−B′A'-B'⁠. The computation confirms it for this particular pair.
    (A±B)′=A′±B′(A\pm B)' = A' \pm B'⁠, Section 3.5.1, property (iii) (with (kA)′=kA′(kA)' = kA' for k=−1k = -1 giving the minus case). Lesson: transpose
Result

With

A=[3−10421],A = \begin{bmatrix} 3 & -1 & 0 \\ 4 & 2 & 1 \end{bmatrix},

both sides of (i) equal the first matrix below and both sides of (ii) equal the second:

[251414],[43−30−1−2].\begin{bmatrix} 2 & 5 \\ 1 & 4 \\ 1 & 4 \end{bmatrix}, \qquad \begin{bmatrix} 4 & 3 \\ -3 & 0 \\ -1 & -2 \end{bmatrix}.

So both identities are verified.

Check it with numbers

One entry by a third route: the (3,2) entry of (A+B)′(A+B)' is the (2,3) entry of A+BA+B⁠, which is a23+b23=1+3=4a_{23} + b_{23} = 1 + 3 = 4⁠. Both sides show 4 there. ✓ Also (A+B)′+(A−B)′(A+B)' + (A-B)' should equal 2A′2A'⁠: for the (1,1) entry, 2+4=6=2×32 + 4 = 6 = 2\times3⁠. ✓

Common mistakes
  1. Adding A′A' to BB⁠. Their orders are 3×23\times2 and 2×32\times3⁠, so the sum does not exist. Recover AA first, or transpose BB⁠.
  2. Treating the given matrix as AA⁠. The question gives A′A'⁠. Using it as AA changes every answer.
  3. Sign slips. 3−(−1)3-(-1) is 44⁠.
What to take away
  1. If you are given A′A'⁠, transpose it to get AA⁠: (A′)′=A(A')' = A⁠.
  2. Always write the order of each matrix; it tells you which sums exist.
  3. (A±B)′=A′±B′(A\pm B)' = A'\pm B' holds for any two matrices of the same order.

Every fact used, and where it comes from

FactUsed inSource
Transpose (A′)ij=aji(A')_{ij} = a_{ji}⁠, order n×mn\times mGetting ready; Parts (i), (ii)Definition 3, Section 3.5 (Lesson: transpose)
(A′)′=A(A')' = AGetting ready, Step 1Section 3.5.1, property (i)
Sum and difference entry by entry, equal orders neededParts (i), (ii)Sections 3.4.1 and 3.4.2 (Lesson: addition)
Equality of matricesPart (i), Step 3; Part (ii), Step 3Definition 2, Section 3.3.1
(A+B)′=A′+B′(A+B)' = A'+B'⁠, (kA)′=kA′(kA)' = kA'Part (ii), Step 3Section 3.5.1, properties (ii), (iii)
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