Metric space vs normed vector space vs inner product space Updated +Created
TODO examples:
Figure 1.
Hierarchy of topological, metric, normed and inner product spaces
. Source.
Plancherel theorem Updated +Created
Some sources say that this is just the part that says that the norm of a function is the same as the norm of its Fourier transform.
Others say that this theorem actually says that the Fourier transform is bijective.
The comment at math.stackexchange.com/questions/446870/bijectiveness-injectiveness-and-surjectiveness-of-fourier-transformation-define/1235725#1235725 may be of interest, it says that the bijection statement is an easy consequence from the norm one, thus the confusion.
The orthogonal group is the group of all matrices that preserve the dot product Updated +Created
When viewed as matrices, it is the group of all matrices that preserve the dot product, i.e.:
This implies that it also preserves important geometric notions such as norm (intuitively: distance between two points) and angles.
This is perhaps the best "default definition".