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A First Course in Linear Algebra, 2017a

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156 R n = √ 1 + 9 + 16<br />

= √ 26<br />

In order to f<strong>in</strong>d ⃗u, wedivide⃗v by √ 26. The result is<br />

⃗u = 1<br />

‖⃗v‖ ⃗v<br />

=<br />

=<br />

1<br />

√<br />

26<br />

[<br />

1 −3 4<br />

] T<br />

[<br />

]<br />

√1<br />

− √ 3 4 T<br />

√<br />

26 26 26<br />

You can verify us<strong>in</strong>g the Def<strong>in</strong>ition 4.14 that ‖⃗u‖ = 1.<br />

♠<br />

4.5 Geometric Mean<strong>in</strong>g of Scalar Multiplication<br />

Outcomes<br />

A. Understand scalar multiplication, geometrically.<br />

Recall that<br />

√<br />

the po<strong>in</strong>t P =(p 1 , p 2 , p 3 ) determ<strong>in</strong>es a vector ⃗p from 0 to P. The length of ⃗p, denoted ‖⃗p‖,<br />

is equal to p 2 1 + p2 2 + p2 3<br />

by Def<strong>in</strong>ition 4.10.<br />

Now suppose we have a vector ⃗u = [ ] T<br />

u 1 u 2 u 3 and we multiply ⃗u by a scalar k. By Def<strong>in</strong>ition<br />

4.5, k⃗u = [ ] T<br />

ku 1 ku 2 ku 3 . Then, by us<strong>in</strong>g Def<strong>in</strong>ition 4.10, the length of this vector is given by<br />

√ (<br />

(ku 1 ) 2 +(ku 2 ) 2 +(ku 3 ) 2) = |k|√<br />

u 2 1 + u2 2 + u2 3<br />

Thus the follow<strong>in</strong>g holds.<br />

‖k⃗u‖ = |k|‖⃗u‖<br />

In other words, multiplication by a scalar magnifies or shr<strong>in</strong>ks the length of the vector by a factor of |k|.<br />

If |k| > 1, the length of the result<strong>in</strong>g vector will be magnified. If |k| < 1, the length of the result<strong>in</strong>g vector<br />

will shr<strong>in</strong>k. Remember that by the def<strong>in</strong>ition of the absolute value, |k|≥0.<br />

What about the direction? Draw a picture of ⃗u and k⃗u where k is negative. Notice that this causes the<br />

result<strong>in</strong>g vector to po<strong>in</strong>t <strong>in</strong> the opposite direction while if k > 0 it preserves the direction the vector po<strong>in</strong>ts.<br />

Therefore the direction can either reverse, if k < 0, or rema<strong>in</strong> preserved, if k > 0.<br />

Consider the follow<strong>in</strong>g example.

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