Example 1 — Scalar multiply then add
EasyProblem
Compute for , .
Solution
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Same dimensions, so entrywise rules apply.
Name the structure before touching arithmetic — that is what makes the right method obvious.
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Ask the recognition question: For , do the two matrices have exactly the same dimensions?
If the answer is yes, the concept applies; the cue, not a keyword, decides the method.
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, then add aligned entries of .
The rule is chosen only after the structure matches, so the steps mean something.
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Keep units, shape, or answer form tied to the story so the work does not become symbol pushing.
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Check the answer against the original question.
It should fit the mental model — same size: add cell by cell; scalar hits every cell. If it does not, revisit the recognition step before changing the arithmetic.
Answer
Takeaway: Scale every entry, then add aligned entries of equal-size matrices.