The largest two, necessarily real, eigenvalues of a simple graph play a significant role in the energy
of
. The largest eigenvalue
is bounded below by
where
is the number of vertices and
the number of edges of
. The largest eigenvalue features in Koolen & Moulton’s proof of the upper bound
. Some knowledge of the second largest eigenvalue
might go some way toward sharpening this upper bound for
in those – mostly common -cases in which this upper bound is not attained.
Dieter Gernert has proposed that the sum of the largest two eigenvalues of a simple graph on
vertices should be bounded above by
. As he points out on the Spectral Graph Theory page, this is certainly true for regular graphs, and has also been proved for some special classes of graphs such as planar, toroidal, completely multipartite, and triangular-free graphs.
However, the graph , with 40 vertices and 770 edges, whose adjacency matrix and – rather uninformative though beautiful – 3-dimensional representation appear below, has a sum of
for the sum of its two largest eigenvalues:
The characteristic polynomial is and the sorted numerical spectrum is (-3.02512, -2.47643, -1.93174, -1.8057, -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -0.202583, -6.38638×10-17, 0.438356, 1.47645, 38.5268)
The graph has (sorted) degree sequence (39, 39, 39, 39, 39, 39, 39, 39, 39, 39, 39, 39, 39, 39, 39, 39, 39, 39, 39, 39, 39, 39, 39, 39, 39, 39, 39, 39, 38, 38, 38, 38, 38, 38, 38, 38, 38, 37, 35, 34).
The energy is which is
of the Koolen-Moulten upper bound
for the energy of a graph with
vertices and
edges.
A statistical analysis of for graphs with
vertices and
edges shows a very skewed distribution with a large mean
and large standard deviation
:
Occasionally, but apparently rarely, despite the large standard deviation, is negative, as it is for
.
Postscript: I just found this question has been answered. A definitive paper, on the existence of graphs with is:
Nikiforov, V. (2006) Linear combinations of graph eigenvalues. Electronic Journal of Linear Algebra, 15, 329-336. (nikiforov-sums_of_graph_eigenvalues)
Nikiforov’s inequality for
shows that for all
there is a graph with
.
Given the existence of , what is the minimal
for which there is a graph on
vertices with
?
Given Nikiforov’s construction, Dieter Gernert has modified his question to: “Is is true that for all connected graphs
with
vertices and connected complementary graph
?” Dieter conjectures this is true.



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