Embedding Dimension and Intrinsic Dimension
The embedding dimension of a geometric object is the dimension of the ambient space in which it resides. The intrinsic dimension is the minimum number of independent parameters (or coordinates) required to describe a point within that object.
For example, consider a set consisting of a single point where . Its embedding dimension is because it resides within an -dimensional ambient space. Its intrinsic dimension is because the set contains only a fixed location, and therefore zero parameters are required to describe a point within it.
Dimensionality Table of Linear Objects
| Name | Embedding dim. | Intrinsic dim. |
|---|---|---|
| Point | n | 0 |
| Line | n | 1 |
| Plane | n | 2 |
| Hyperplane | n | n-1 |
| Space | n | n |