When I was reading 'Convex Optimization, Stephen Boyd', I was wondering of following steps
- Consider the unit circle in $\mathbf{R^2}$, $i.e.$, $\{x\in\mathbf{R^2}|x^2_1+x^2_2=1\}$. Its affine hull is all of $\mathbf{R^2}$, so its affine dimension is two. By most definitions of dimension, however, the unit circle in $\mathbf{R^2}$ has dimension one.
I understood the affine hull of unit circle has dimension two because the all of values of affine hull is in $\mathbf{R^2}$. But still I don't understand why the unit circle in $\mathbf{R^2}$ has one dimension.
Thanks.
You have to define dimension first, but intuitively the dimension is how many independent directions you can walk along if you were on the surface. On a circle, you can only walk back and forth along the circle, you don't have any other choice, so its dimension is $1$. More precisely, a circle is locally homeomorphic to a line, which has dimension $1$.