Abstract:
We consider classes of uniformly bounded convex functions
defined on convex compact bodies in $\mathbb{R}^d$ and
satisfying a Lipschitz condition and establish the exact orders
of their Kolmogorov, entropy, and pseudo-dimension widths
in the $L_1$-metric. We also introduce the notions
of pseudo-dimension and pseudo-dimension widths for classes
of sets and determine the exact orders of the entropy and
pseudo-dimension widths of some classes of convex bodies
in $\mathbb{R}^d$ relative to the pseudo-metric defined as the
$d$-dimensional Lebesgue volume of the symmetric difference of two sets.
We also find the exact orders of the entropy and pseudo-dimension
widths of the corresponding classes of characteristic functions
in $L_p$-spaces, $1\le p\le\infty$.