Growth bound for homogeneous linear classifiers
= Growth bound for homogeneous linear classifiers
The signs of homogeneous linear forms $x\mapsto x^T\beta$ on $\mathbb R^p$ have VC dimension at most $p$. The <Sauer-Shelah growth bound> therefore gives
$$
s(\mathcal H,n)\leq(n+1)^p.
$$