top | item 41470775 (no title) extasia | 1 year ago That’s not mathematically accurate though, is it? We haven’t reduced the dimension of the vector by one.Pray tell, which dimension do we lose when we normalize, say a 2D vector? discuss order hn newest creata|1 year ago Mathematically, it's fine to say that you've lost the magnitude dimension.Before normalization, the vector lies in R^n, which is an n-dimensional manifold.After normalization, the vector lies in the unit sphere in R^n, which is an (n-1)-dimensional manifold. thaumasiotes|1 year ago Magnitude, obviously.>>> Magnitude is not a dimension [...] To prove this normalize any vector and then try to de-normalize it again.Say you have the vector (18, -5) in a normal Euclidean x, y plane.Now project that vector onto the y-axis.Now try to un-project it again.What do you think you just proved? langcss|1 year ago A circle circumference is a line, is 1D? unknown|1 year ago [deleted]
creata|1 year ago Mathematically, it's fine to say that you've lost the magnitude dimension.Before normalization, the vector lies in R^n, which is an n-dimensional manifold.After normalization, the vector lies in the unit sphere in R^n, which is an (n-1)-dimensional manifold.
thaumasiotes|1 year ago Magnitude, obviously.>>> Magnitude is not a dimension [...] To prove this normalize any vector and then try to de-normalize it again.Say you have the vector (18, -5) in a normal Euclidean x, y plane.Now project that vector onto the y-axis.Now try to un-project it again.What do you think you just proved?
creata|1 year ago
Before normalization, the vector lies in R^n, which is an n-dimensional manifold.
After normalization, the vector lies in the unit sphere in R^n, which is an (n-1)-dimensional manifold.
thaumasiotes|1 year ago
>>> Magnitude is not a dimension [...] To prove this normalize any vector and then try to de-normalize it again.
Say you have the vector (18, -5) in a normal Euclidean x, y plane.
Now project that vector onto the y-axis.
Now try to un-project it again.
What do you think you just proved?
langcss|1 year ago
unknown|1 year ago
[deleted]