[Math] Norms — Distance Between Vectors

normed-spaces

Which two of the vectors $u=(-2,2,1)^T$, $v=(1,4,1)^T$, and $w=(0,0,-1)^T$ are closets to each other in distance for (a) the Euclidean norm? (b) the infinity norm? (c) the 1 norm?

I believe I know how to solve this, but I was hoping someone could confirm or deny this for me. For (a) I took $||u-v||_1$, $||u-w||_1$, and $||v-w||_1$, but what do I take for the infinity and 1 norm? How do the 1-norm and the Euclidean norm differ?

Best Answer

It usually goes like this;
The 1-norm of a vector with components $x_n$ is $\sum_n |x_n|$
The 2-norm is the euclidean norm given by $\sqrt{\sum_n x_n^2}$
The p-norm is given by $\sqrt[p]{\sum |x_n|^p}$
The infinity norm is the limit as the powers of these things go to infinity which happens to have the nice form $max(|x_n|)$.
Here I'm using $|a|$ to mean the absolute value of a

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