TY - JOUR
T1 - On the expansion of group-based lifts
AU - Agarwal, Naman
AU - Chandrasekaran, Karthekeyan
AU - Kolla, Alexandra
AU - Madan, Vivek
N1 - ∗Received by the editors July 27, 2017; accepted for publication (in revised form) May 6, 2019; published electronically July 30, 2019. A preliminary version of this work appeared in the 21st International Workshop on Randomization and Computation (RANDOM 2017), Schloss Dagstuhl– Leibniz-Zentrum fue Informatik, Wadern, Germany, 2017, 24. https://doi.org/10.1137/17M1141047 Funding: The second author was supported by NSF CCF 18-14613. The third author was supported by NSF CCF 18-14385 and NSF CCF CAREER 14-52923. The fourth author was supported by NSF CCF 13-19376. †Google AI Princeton, Princeton, NJ 08544 ([email protected]). ‡University of Illinois, Urbana-Champaign, Urbana, IL, 61801 ([email protected]). §University of Colorado Boulder, Boulder, CO 80309 ([email protected]). ¶Georgia Institute of Technology, Atlanta, GA 30332 ([email protected]).
PY - 2019
Y1 - 2019
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 πuv so that the edges of H are of the form (ui, vπuv (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(d) in magnitude with probability 1 − ke−Ω(n/d 2). 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 ≤ 2c1 n/d 2 , 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(d) in magnitude). 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 ≥ 2c 2 nd, 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 nonexpansion 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 up to 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 πuv so that the edges of H are of the form (ui, vπuv (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(d) in magnitude with probability 1 − ke−Ω(n/d 2). 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 ≤ 2c1 n/d 2 , 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(d) in magnitude). 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 ≥ 2c 2 nd, 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 nonexpansion 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 up to a factor of d3 in the exponent, thus suggesting a threshold phenomenon.
KW - Expanders
KW - Ramanujan graphs
KW - Random lifts
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U2 - 10.1137/17M1141047
DO - 10.1137/17M1141047
M3 - Article
AN - SCOPUS:85071430747
SN - 0895-4801
VL - 33
SP - 1338
EP - 1373
JO - SIAM Journal on Discrete Mathematics
JF - SIAM Journal on Discrete Mathematics
IS - 3
ER -