01 / Read before calculating
What is this asking us to do?
3M = 3 × [[1, 2], [3, 4]]
Read aloudThree multiplies the whole matrix M. Multiply each of its four entries by 3, keeping every answer at the same row and column address.
Objects in the expression
- 3
- One scalar: a single number that will multiply each entry of M.
- M
- A whole matrix, here arranged in two rows and two columns. M is the object being scaled; it is not one of its entries.
- 1, 2, 3, 4
- The four entries of M. Each has an address: row 1 contains 1 and 2; row 2 contains 3 and 4.
- 3M
- Scalar multiplication: one number applied to a whole matrix. This differs from multiplying two matrices together.
02 / Visual model
One value, four destinations
| col 1 | col 2 | |
|---|---|---|
| row 1 | 1 | 2 |
| row 2 | 3 | 4 |
| col 1 | col 2 | |
|---|---|---|
| row 1 | ? | ? |
| row 2 | ? | ? |
03 / Full working
Walk through one example
Find 3M for M = [[1, 2], [3, 4]]. Keep the entries in their original positions as you calculate.
- Name the objects3 × M, with M = [[1, 2], [3, 4]]
The 3 is one scalar. M is one 2 × 2 matrix. Because the left object is a number, there is no row–column pairing to choose.
- Keep each address3M = [[3 × 1, 3 × 2], [3 × 3, 3 × 4]]
Copy the two-row, two-column layout. At every address, multiply the entry already there by 3. For example, the row 2, column 1 entry becomes 3 × 3.
- Finish the arithmetic3M = [[3, 6], [9, 12]]
Four input entries give four output entries. Scalar multiplication changes their values, not their locations or the shape of the matrix.
Result3 × [[1, 2], [3, 4]] = [[3, 6], [9, 12]].
If the scalar has a name
The same move works with a named scalar. If a rule named k assigns a number to each x, k(x) means the number assigned to the x we choose. Let a, b, c, and d stand for the four entries of M; mᵢⱼ means its entry in row i, column j. Once x is chosen, use the single value k(x) at every address.
k(x) [[a, b], [c, d]] = [[k(x)a, k(x)b], [k(x)c, k(x)d]]. In entry notation, (k(x)M)ᵢⱼ = k(x)mᵢⱼ.
04 / A tempting wrong turn
Where a reading can go astray
Multiply the number by just the first entry, or treat 3M as if two matrices need a row–column rule.
The brackets describe one matrix, and 3 is a scalar, not another matrix. Every entry receives the scalar once. If the expression were MN with both M and N matrices, it would be a different instruction with a shape check and matched row–column products. An arithmetic slip, such as writing 3 × 4 = 11, is different from misreading which operation the expression requests.
05 / Independent practice
Try these before opening the answers
The questions move from recognizing a symbol to applying and transferring the idea. Each answer shows the reasoning.
- recognize
P and Q are matrices. Which expression asks for scalar multiplication: 5P or PQ? What clue settles it?
Show a hint
Name the object to the left of P in each expression.
Reveal worked answer
5P asks for scalar multiplication; PQ asks for matrix multiplication.
In 5P, 5 is one number, so it multiplies every entry of P.
In PQ, both named objects are matrices. Its entries require the matrix-product rule, assuming their shapes are compatible.
- recognize
M has 2 rows and 3 columns, and s is a scalar. What is the shape of sM? If the entry of M at row 2, column 3 is m₂₃, what is the entry at that address in sM?
Show a hint
The scalar changes each value. Does it add or remove any addresses?
Reveal worked answer
sM is 2 × 3, and its row 2, column 3 entry is s × m₂₃.
M has six addresses arranged in 2 rows and 3 columns; scaling leaves those addresses in place.
At each address, multiply the existing entry by s. At (2, 3), that gives s × m₂₃.
- apply
Calculate −2 × [[3, −1], [0, 4]].
Show a hint
Write −2 times each of the four entries before simplifying.
Reveal worked answer
[[-6, 2], [0, -8]]
Keep the two rows: [[−2 × 3, −2 × (−1)], [−2 × 0, −2 × 4]].
The products are −6, 2, 0, and −8 in their original positions, giving [[−6, 2], [0, −8]].
- apply
Calculate (1/2) × [[6, 0], [−4, 10]].
Show a hint
Halve every entry, including zero and the negative entry.
Reveal worked answer
[[3, 0], [−2, 5]]
At each address, multiply by 1/2: [[6/2, 0/2], [−4/2, 10/2]].
Simplify without moving entries: [[3, 0], [−2, 5]].
- transfer
Let k(t) = 2t − 1 and P = [[1, 0], [2, −3]]. Find k(2)P. What would k(t)P mean before a value of t is chosen?
Show a hint
Evaluate k(2) first. For the symbolic part, leave k(t) as one factor at each address.
Reveal worked answer
k(2)P = [[3, 0], [6, −9]]. Before choosing t, k(t)P = [[k(t), 0], [2k(t), −3k(t)]].
k(2) = 2 × 2 − 1 = 3, so the instruction becomes 3P.
Multiply each entry of P by 3: [[3 × 1, 3 × 0], [3 × 2, 3 × (−3)]] = [[3, 0], [6, −9]].
With t unspecified, use the same factor k(t) at every address: [[k(t), 0], [2k(t), −3k(t)]].
- transfer
In complex-number work, i² = −1. Compare iP with pᵢⱼ, where P = [pᵢⱼ]. What job does i do in each expression? If P = [[1, 2]], what is iP?
Show a hint
Look for the position of i: outside the brackets or down in an entry's address.
Reveal worked answer
In iP, i is the imaginary-unit scalar, so iP = [[i, 2i]]. In pᵢⱼ, i is the row index, not a multiplier.
The statement i² = −1 declares i to be the imaginary unit in this context. Placed before P, it scales each entry; this gives [[i × 1, i × 2]] = [[i, 2i]]. The output has complex entries.
In pᵢⱼ, subscripts identify an entry at row i and column j. That i names a position. The same printed letter can have a different role in a different context.
FIELD NOTES / RECALL
Cards from note 003
Read the front, decide on an answer, then reveal the reasoning.
Card 1 of 6
P and Q are matrices. Which expression asks for scalar multiplication: 5P or PQ? What clue settles it?
Back / answer
5P asks for scalar multiplication; PQ asks for matrix multiplication.
In 5P, 5 is one number, so it multiplies every entry of P. In PQ, both named objects are matrices. Its entries require the matrix-product rule, assuming their shapes are compatible.
Card 1 of 6: P and Q are matrices. Which expression asks for scalar multiplication: 5P or PQ? What clue settles it?. Answer hidden.
Card 1 / recognize
Front / question
P and Q are matrices. Which expression asks for scalar multiplication: 5P or PQ? What clue settles it?
Back / answer
5P asks for scalar multiplication; PQ asks for matrix multiplication.
In 5P, 5 is one number, so it multiplies every entry of P. In PQ, both named objects are matrices. Its entries require the matrix-product rule, assuming their shapes are compatible.
Card 2 / recognize
Front / question
M has 2 rows and 3 columns, and s is a scalar. What is the shape of sM? If the entry of M at row 2, column 3 is m₂₃, what is the entry at that address in sM?
Back / answer
sM is 2 × 3, and its row 2, column 3 entry is s × m₂₃.
M has six addresses arranged in 2 rows and 3 columns; scaling leaves those addresses in place. At each address, multiply the existing entry by s. At (2, 3), that gives s × m₂₃.
Card 3 / apply
Front / question
Calculate −2 × [[3, −1], [0, 4]].
Back / answer
[[-6, 2], [0, -8]]
Keep the two rows: [[−2 × 3, −2 × (−1)], [−2 × 0, −2 × 4]]. The products are −6, 2, 0, and −8 in their original positions, giving [[−6, 2], [0, −8]].
Card 4 / apply
Front / question
Calculate (1/2) × [[6, 0], [−4, 10]].
Back / answer
[[3, 0], [−2, 5]]
At each address, multiply by 1/2: [[6/2, 0/2], [−4/2, 10/2]]. Simplify without moving entries: [[3, 0], [−2, 5]].
Card 5 / transfer
Front / question
Let k(t) = 2t − 1 and P = [[1, 0], [2, −3]]. Find k(2)P. What would k(t)P mean before a value of t is chosen?
Back / answer
k(2)P = [[3, 0], [6, −9]]. Before choosing t, k(t)P = [[k(t), 0], [2k(t), −3k(t)]].
k(2) = 2 × 2 − 1 = 3, so the instruction becomes 3P. Multiply each entry of P by 3: [[3 × 1, 3 × 0], [3 × 2, 3 × (−3)]] = [[3, 0], [6, −9]]. With t unspecified, use the same factor k(t) at every address: [[k(t), 0], [2k(t), −3k(t)]].
Card 6 / transfer
Front / question
In complex-number work, i² = −1. Compare iP with pᵢⱼ, where P = [pᵢⱼ]. What job does i do in each expression? If P = [[1, 2]], what is iP?
Back / answer
In iP, i is the imaginary-unit scalar, so iP = [[i, 2i]]. In pᵢⱼ, i is the row index, not a multiplier.
The statement i² = −1 declares i to be the imaginary unit in this context. Placed before P, it scales each entry; this gives [[i × 1, i × 2]] = [[i, 2i]]. The output has complex entries. In pᵢⱼ, subscripts identify an entry at row i and column j. That i names a position. The same printed letter can have a different role in a different context.
06 / Take it forward
Where this appears again
A single factor often scales an entire table of numbers. Later, Av = λv says that one scalar λ multiplies every component of a vector v; the left side, Av, is a matrix–vector product, while the right side, λv, is scalar multiplication. A letter's role comes from the expression and its stated context. In complex-number work, i may be the imaginary unit (i² = −1), so iM would scale each entry by i if complex entries are allowed. In mᵢⱼ, the subscript i is a row index instead: it selects an address and is not a number placed outside the matrix. Do not decide from the letter alone.
One-minute reference
- One scalar times one matrix: multiply every entry by that scalar and keep the matrix's shape.
- For M = [mᵢⱼ] and scalar s, the entry at address (i, j) in sM is s × mᵢⱼ.
- If s = k(x), choose x and evaluate k(x) before using the result at every entry.
- Two matrices written together call for the matrix-product rule, which is a different operation.
- A symbol's role depends on position and context: i can be an index in mᵢⱼ or the imaginary unit in complex-number work.
