
Aryeh Kontorovich
Senior Academic
On the additive properties of the fat-shattering dimension
The properties of the VC-dimension under various compositions are well-understood, but this is much less the case for classes of continuous functions. In this brief, we show that a commonly used scale-sensitive dimension, \(V-\gamma \) , is much less well-behaved under Minkowski summation than its VC cousin, while the fat-shattering dimension retains some compositional similarity to the VC-dimension. As an application, we analyze the fat-shattering dimension of trigonometric functions and series.
| Publication language | English |
| Pages | 2309-2312 |
| Journal | IEEE Transactions on Neural Networks and Learning Systems |
| Volume | 25 |
| Issue number | 12 |
| Publication status | Published - 01.12.2014 |
| Article Number | 2327065 |
Keywords
Combinatorial dimension
Minkowski addition
fat-shattering
scale-sensitive.
ASJC Scopus subject areas
Software
Computer Science Applications
Computer Networks and Communications
Artificial Intelligence