Abstract

A $k$-lift of an $n$-vertex base graph $G$ is a graph $H$ on $n\times k$ vertices, where each vertex $v$ of $G$ is replaced by $k$ vertices $v_1,\ldots,v_k$ and each edge $uv$ in $G$ is replaced by a matching representing a bijection $\pi_{uv}$ so that the edges of $H$ are of the form $(u_i,v_{\pi_{uv}(i)})$. 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 $\lambda$ in magnitude, has the new nontrivial eigenvalues bounded by $\lambda+\mathcal{O}(\sqrt{d})$ in magnitude with probability $1-ke^{-\Omega(n/d^2)}$. The probability bounds as well as the dependency on $\lambda$ are almost optimal. As a special case, we obtain that there is a constant $c_1$ such that for every $k\leq 2^{c_1n/d^2}$, 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 $O(\sqrt{d})$ in magnitude). This result leads to a quasi-polynomial time deterministic algorithm to construct almost Ramanujan expanders; 2. there is a constant $c_2$ such that for every $k\geq 2^{c_2nd}$, 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 $k_0$ is the order of the largest abelian group that produces expanding lifts. Our two results highlight lower and upper bounds on $k_0$ that are tight up to a factor of $d^3$ in the exponent, thus suggesting a threshold phenomenon.

Highlights

  • Expander graphs have spawned research in pure and applied mathematics during the last several years, with applications in multiple fields including complexity theory, robust computer networks, error-correcting codes, de-randomization, compressed sensing and metricLeibniz International Proceedings in Informatics Schloss Dagstuhl – Leibniz-Zentrum für Informatik, Dagstuhl Publishing, Germany24:2 On the Expansion of Group-Based Lifts embeddings [28, 16]

  • A k-lift of an n-vertex base-graph G is a graph H on k × n vertices, where each vertex u of G is replaced by k vertices u1, . . . , uk and each edge uv in G is replaced by a matching between u1, . . . , uk and v1, . . . , vk

  • In a recent breakthrough work, Marcus, Spielman and Srivastava [21] showed that for every bipartite d-regular graph G√, there exists a 2-lift of G, such that the new eigenvalues achieve the Ramanujan bound of 2 d − 1

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Summary

Introduction

Expander graphs have spawned research in pure and applied mathematics during the last several years, with applications in multiple fields including complexity theory, robust computer networks, error-correcting codes, de-randomization, compressed sensing and metric. The a√uthors in [3] showed that if the starting graph G is significantly expanding so that λ(G) = O( d log d), there exists a random 2-lift of G that has all its new eigenvalues upper-bounded in magnitude by O( d log d). In a recent breakthrough work, Marcus, Spielman and Srivastava [21] showed that for every bipartite d-regular graph G√, there exists a 2-lift of G, such that the new eigenvalues achieve the Ramanujan bound of 2 d − 1. Their result still does not provide an efficient algorithm to find such lifts

Our Results
Preliminaries
No-expansion of Abelian Lifts
Expansion of Random 2-lifts
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