Straightforward question, so if it is applied to every element of a vector that means that every one of them is scaled down exactly length times. How did people come up with this, to make it exactly 1? I am sorry if this is fairly obvious, but I just don't see it.
Why does dividing a vector by its norm give a unit vector?
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vector-analysis
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0Thus the words _norm_ and _length_ are interchangeable (in lower dimensions). – 2011-11-14
1 Answers
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By definition of norm we have $\| \alpha x \| = |\alpha|\cdot \|x\|$, so:
$\left\|\frac{x}{\|x\|}\right\| = \frac1{\|x\|} \|x\| = 1$