18 research outputs found
The neighborhood complex of a random graph
For a graph G, the neighborhood complex N[G] is the simplicial complex having
all subsets of vertices with a common neighbor as its faces. It is a well known
result of Lovasz that if N[G] is k-connected, then the chromatic number of G is
at least k + 3.
We prove that the connectivity of the neighborhood complex of a random graph
is tightly concentrated, almost always between 1/2 and 2/3 of the expected
clique number. We also show that the number of dimensions of nontrivial
homology is almost always small, O(log d), compared to the expected dimension d
of the complex itself.Comment: 9 pages; stated theorems more clearly and slightly generalized, and
fixed one or two typo
Topology of random clique complexes
In a seminal paper, Erdos and Renyi identified the threshold for connectivity
of the random graph G(n,p). In particular, they showed that if p >> log(n)/n
then G(n,p) is almost always connected, and if p << log(n)/n then G(n,p) is
almost always disconnected, as n goes to infinity.
The clique complex X(H) of a graph H is the simplicial complex with all
complete subgraphs of H as its faces. In contrast to the zeroth homology group
of X(H), which measures the number of connected components of H, the higher
dimensional homology groups of X(H) do not correspond to monotone graph
properties. There are nevertheless higher dimensional analogues of the
Erdos-Renyi Theorem.
We study here the higher homology groups of X(G(n,p)). For k > 0 we show the
following. If p = n^alpha, with alpha - 1/(2k+1), then the
kth homology group of X(G(n,p)) is almost always vanishing, and if -1/k < alpha
< -1/(k+1), then it is almost always nonvanishing.
We also give estimates for the expected rank of homology, and exhibit
explicit nontrivial classes in the nonvanishing regime. These estimates suggest
that almost all d-dimensional clique complexes have only one nonvanishing
dimension of homology, and we cannot rule out the possibility that they are
homotopy equivalent to wedges of spheres.Comment: 23 pages; final version, to appear in Discrete Mathematics. At
suggestion of anonymous referee, a section briefly summarizing the
topological prerequisites has been added to make the article accessible to a
wider audienc
Random geometric complexes
We study the expected topological properties of Cech and Vietoris-Rips
complexes built on i.i.d. random points in R^d. We find higher dimensional
analogues of known results for connectivity and component counts for random
geometric graphs. However, higher homology H_k is not monotone when k > 0. In
particular for every k > 0 we exhibit two thresholds, one where homology passes
from vanishing to nonvanishing, and another where it passes back to vanishing.
We give asymptotic formulas for the expectation of the Betti numbers in the
sparser regimes, and bounds in the denser regimes. The main technical
contribution of the article is in the application of discrete Morse theory in
geometric probability.Comment: 26 pages, 3 figures, final revisions, to appear in Discrete &
Computational Geometr
Homotopy groups of Hom complexes of graphs
The notion of -homotopy from \cite{DocHom} is investigated in the
context of the category of pointed graphs. The main result is a long exact
sequence that relates the higher homotopy groups of the space \Hom_*(G,H)
with the homotopy groups of \Hom_*(G,H^I). Here \Hom_*(G,H) is a space
which parametrizes pointed graph maps from to (a pointed version of the
usual \Hom complex), and is the graph of based paths in . As a
corollary it is shown that \pi_i \big(\Hom_*(G,H) \big) \cong [G,\Omega^i
H]_{\times}, where is the graph of based closed paths in and
is the set of -homotopy classes of pointed graph maps
from to . This is similar in spirit to the results of \cite{BBLL}, where
the authors seek a space whose homotopy groups encode a similarly defined
homotopy theory for graphs. The categorical connections to those constructions
are discussed.Comment: 20 pages, 6 figures, final version, to be published in J. Combin.
Theory Ser.