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How can I show that the rank of a matrix is not altered if a column is multiplied by a non-zero scalar? I don't know where to start.

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The dimension of the space spanned by the row vectors is the same as that spanned by its column vectors. Let $C = \{c_1, \dots, c_n\}$ be the collection of $n$ column vectors. Its span is unchanged if we multiply one of the $c_i$ by a nonzero scalar. So whether you define rank using rows or columns, you have not changed the rank.

Eric Towers
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