On the Second Eigenvalue of Random Bipartite Biregular Graphs
We consider the spectral gap of a uniformly chosen random ( d 1 , d 2 ) -biregular bipartite graph G with | V 1 | = n , | V 2 | = m , where d 1 , d 2 could possibly grow with n and m . Let A be the adjacency matrix of G . Under the assumption that d 1 ≥ d 2 and d 2 = O ( n 2 / 3 ) , we show that λ 2...
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Veröffentlicht in: | Journal of theoretical probability 2023-06, Vol.36 (2), p.1269-1303 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | We consider the spectral gap of a uniformly chosen random
(
d
1
,
d
2
)
-biregular bipartite graph
G
with
|
V
1
|
=
n
,
|
V
2
|
=
m
, where
d
1
,
d
2
could possibly grow with
n
and
m
. Let
A
be the adjacency matrix of
G
. Under the assumption that
d
1
≥
d
2
and
d
2
=
O
(
n
2
/
3
)
,
we show that
λ
2
(
A
)
=
O
(
d
1
)
with high probability. As a corollary, combining the results from (Tikhomirov and Yousse in Ann Probab 47(1):362–419, 2019), we show that the second singular value of a uniform random
d
-regular digraph is
O
(
d
)
for
1
≤
d
≤
n
/
2
with high probability. Assuming
d
2
is fixed and
d
1
=
O
(
n
2
)
, we further prove that for a random
(
d
1
,
d
2
)
-biregular bipartite graph,
|
λ
i
2
(
A
)
-
d
1
|
=
O
(
d
1
)
for all
2
≤
i
≤
n
+
m
-
1
with high probability. The proofs of the two results are based on the size biased coupling method introduced in Cook et al. (Ann Probab 46(1):72–125, 2018) for random
d
-regular graphs and several new switching operations we define for random bipartite biregular graphs. |
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ISSN: | 0894-9840 1572-9230 |
DOI: | 10.1007/s10959-022-01190-0 |