VC Dimension
Name: VC Dimension
Symbol: $\mathrm{VC}$
Definition:The VC dimension of a family $\mathcal{H}$, denoted by $\VC(\mathcal{H})$, is the largest integer $d$ such that there exists a set $S\subset \mathcal{X}$, of size $d$ such that $S$ is shattered by $\mathcal{H}$, i.e. $$ |\mathcal{H|_{|S}} = 2^{|S|}\,. $$
Vapnik-Chervonenkis Dimension [vc71].
Category: Shattering
Symmetric: Yes
Monotonic: Yes
P-Monotonic: Yes
Doubly Monotonic: Yes
Strictly Monotonic: No
Values:
Relationships (as Parameter 1):
- VC Dimension / Effective VC Radius
- VC Dimension / Monotone Recursive Teaching Dimension
- VC Dimension / Log Shattering
- VC Dimension / Projected Double Density or Projected Average Degree
- VC Dimension / Dual Sign Rank
- VC Dimension / Densest Subgraph (twice)
- VC Dimension / Log Size Ratio
- VC Dimension / Densest Subgraph (twice)
Relationships (as Parameter 2):
- Largest Shattered Set / VC Dimension
- Yang dimension / VC Dimension
- Random Equivalence Queries Complexity / VC Dimension
- Threshold Dimension / VC Dimension
- Worst Mistakes / VC Dimension
- Dual Sign Rank / VC Dimension
- Projected VC Radius / VC Dimension
- Projected Strongly Shattered Dimension / VC Dimension
- Maximum Largest Order Shattered Set / VC Dimension
- Projected Minimum Degree / VC Dimension
- Size / VC Dimension
- Effective Range / VC Dimension
- Littlestone Dimension / VC Dimension
- Labeled Sample Compression / VC Dimension
- Monotone Recursive Teaching Dimension / VC Dimension
- $k$-Littlestone Dimension ($k\ge3$) / VC Dimension