Aryeh Kontorovich

Senior Academic

On the additive properties of the fat-shattering dimension

Ohad Asor, Hubert Haoyang Duan, Aryeh Kontorovich

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
Access to Document
10.1109/TNNLS.2014.2327065
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Link to publication in Scopus