VC density of set systems defnable in tree-like graphs
We study set systems definable in graphs using variants of logic with different expressive power. Our focus is on the notion of Vapnik-Chervonenkis density: the smallest possible degree of a polynomial bounding the cardinalities of restrictions of such set systems. On one hand, we prove that if $\va...
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Main Authors | , |
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Format | Journal Article |
Language | English |
Published |
31.03.2020
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Subjects | |
Online Access | Get full text |
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Summary: | We study set systems definable in graphs using variants of logic with
different expressive power. Our focus is on the notion of Vapnik-Chervonenkis
density: the smallest possible degree of a polynomial bounding the
cardinalities of restrictions of such set systems. On one hand, we prove that
if $\varphi(\bar x,\bar y)$ is a fixed CMSO$_1$ formula and $\cal C$ is a class
of graphs with uniformly bounded cliquewidth, then the set systems defined by
$\varphi$ in graphs from $\cal C$ have VC density at most $|\bar y|$, which is
the smallest bound that one could expect. We also show an analogous statement
for the case when $\varphi(\bar x,\bar y)$ is a CMSO$_2$ formula and $\cal C$
is a class of graphs with uniformly bounded treewidth. We complement these
results by showing that if $\cal C$ has unbounded cliquewidth (respectively,
treewidth), then, under some mild technical assumptions on $\cal C$, the set
systems definable by CMSO$_1$ (respectively, CMSO$_2$) formulas in graphs from
$\cal C$ may have unbounded VC dimension, hence also unbounded VC density. |
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DOI: | 10.48550/arxiv.2003.14177 |