TY - GEN
T1 - On the expansion of group-based lifts
AU - Agarwal, Naman
AU - Chandrasekaran, Karthekeyan
AU - Kolla, Alexandra
AU - Madan, Vivek
N1 - Publisher Copyright:
© Naman Agarwal, Karthekeyan Chandrasekaran, Alexandra Kolla, and Vivek Madan.
PY - 2017/8/1
Y1 - 2017/8/1
N2 - A k-lift of an n-vertex base graph G is a graph H on n × k vertices, where each vertex v of G is replaced by k vertices v1, . . . , vk and each edge uv in G is replaced by a matching representing a bijection φuv so that the edges of H are of the form (ui, vφuv(i)). Lifts have been investigated as a means to efficiently construct expanders. In this work, we study lifts obtained from groups and group actions. We derive the spectrum of such lifts via the representation theory principles of the underlying group. Our main results are: 1. A uniform random lift by a cyclic group of order k of any n-vertex d-regular base graph G, with the nontrivial eigenvalues of the adjacency matrix of G bounded by λ in magnitude, has the new nontrivial eigenvalues bounded by λ + O( p d) in magnitude with probability 1 - ke- (n/d2). The probability bounds as well as the dependency on λ are almost optimal. As a special case, we obtain that there is a constant c1 such that for every k 2c1n/d2 , there exists a lift H of every Ramanujan graph by a cyclic group of order k such that H is almost Ramanujan (nontrivial eigenvalues of the adjacency matrix at most O( p d) in magnitude). We also show how this result leads to a quasi-polynomial time deterministic algorithm to construct almost Ramanujan expanders. 2. There is a constant c2 such that for every k λ 2c2nd, there does not exist an abelian k-lift H of any n-vertex d-regular base graph such that H is almost Ramanujan. This can be viewed as an analogue of the well-known no-expansion result for constant degree abelian Cayley graphs. Suppose k0 is the order of the largest abelian group that produces expanding lifts. Our two results highlight lower and upper bounds on k0 that are tight upto a factor of d3 in the exponent, thus suggesting a threshold phenomenon.
AB - A k-lift of an n-vertex base graph G is a graph H on n × k vertices, where each vertex v of G is replaced by k vertices v1, . . . , vk and each edge uv in G is replaced by a matching representing a bijection φuv so that the edges of H are of the form (ui, vφuv(i)). Lifts have been investigated as a means to efficiently construct expanders. In this work, we study lifts obtained from groups and group actions. We derive the spectrum of such lifts via the representation theory principles of the underlying group. Our main results are: 1. A uniform random lift by a cyclic group of order k of any n-vertex d-regular base graph G, with the nontrivial eigenvalues of the adjacency matrix of G bounded by λ in magnitude, has the new nontrivial eigenvalues bounded by λ + O( p d) in magnitude with probability 1 - ke- (n/d2). The probability bounds as well as the dependency on λ are almost optimal. As a special case, we obtain that there is a constant c1 such that for every k 2c1n/d2 , there exists a lift H of every Ramanujan graph by a cyclic group of order k such that H is almost Ramanujan (nontrivial eigenvalues of the adjacency matrix at most O( p d) in magnitude). We also show how this result leads to a quasi-polynomial time deterministic algorithm to construct almost Ramanujan expanders. 2. There is a constant c2 such that for every k λ 2c2nd, there does not exist an abelian k-lift H of any n-vertex d-regular base graph such that H is almost Ramanujan. This can be viewed as an analogue of the well-known no-expansion result for constant degree abelian Cayley graphs. Suppose k0 is the order of the largest abelian group that produces expanding lifts. Our two results highlight lower and upper bounds on k0 that are tight upto a factor of d3 in the exponent, thus suggesting a threshold phenomenon.
KW - Expanders
KW - Lifts
KW - Spectral Graph Theory
UR - http://www.scopus.com/inward/record.url?scp=85028721136&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85028721136&partnerID=8YFLogxK
U2 - 10.4230/LIPIcs.APPROX/RANDOM.2017.24
DO - 10.4230/LIPIcs.APPROX/RANDOM.2017.24
M3 - Conference contribution
AN - SCOPUS:85028721136
T3 - Leibniz International Proceedings in Informatics, LIPIcs
BT - Approximation, Randomization, and Combinatorial Optimization. Algorithms and Techniques - 20th International Workshop, APPROX 2017 and 21st International Workshop, RANDOM 2017
A2 - Rolim, Jose D. P.
A2 - Jansen, Klaus
A2 - Williamson, David P.
A2 - Vempala, Santosh S.
PB - Schloss Dagstuhl- Leibniz-Zentrum fur Informatik GmbH, Dagstuhl Publishing
T2 - 20th International Workshop on Approximation Algorithms for Combinatorial Optimization Problems, APPROX 2017 and the 21st International Workshop on Randomization and Computation, RANDOM 2017
Y2 - 16 August 2017 through 18 August 2017
ER -