Title :
Constructing expander graphs by 2-lifts and discrepancy vs. spectral gap
Author :
Bilu, Yonatan ; Linial, Nathan
Author_Institution :
Inst. of Comput. Sci., Hebrew Univ., Jerusalem, Israel
Abstract :
We present a new explicit construction for expander graphs with nearly optimal spectral gap. The construction is based on a series of 2-lift operations. Let G be a graph on n vertices. A 2-lift of G is a graph H on 2n vertices, with a covering map π : H → G. It is not hard to see that all eigenvalues of G are also eigenvalues of H. In addition, H has n "new" eigenvalues. We conjecture that every d-regular graph has a 2-lift such that all new eigenvalues are in the range [-2√d-1, √d-1] (If true, this is tight , e.g. by the Alon-Boppana bound). Here we show that every graph of maximal degree d has a 2-lift such that all "new" eigenvalues are in the range [-c√d log3d, c√d log3 d] for some constant c. This leads to a polynomial time algorithm for constructing arbitrarily large d-regular graphs, with second eigenvalue O(√d log3 d). The proof uses the following lemma (Lemma 3.6): Let A be a real symmetric matrix with zeros on the diagonal. Let d be such that the l1 norm of each row in A is at most d. Suppose that (|xAy|)/(||x||||y||) ≤ α for every x,y ∈ {0, l}n with (x,y)= 0. Then the spectral radius of A is O(α(log(d/α) + 1)). An interesting consequence of this lemma is a converse to the expander mixing lemma.
Keywords :
computational complexity; eigenvalues and eigenfunctions; graph theory; matrix algebra; 2-lifts discrepancy; d-regular graph; eigenvalues; expander graph; expander mixing lemma; l1 norm; nearly optimal spectral gap; polynomial time algorithm; Application software; Chromium; Computer science; Eigenvalues and eigenfunctions; Graph theory; H infinity control; Mathematics; Polynomials; Symmetric matrices; Discrepancy; Expander Graphs; Lifts; Lifts of Graphs; Signed Graphs;
Conference_Titel :
Foundations of Computer Science, 2004. Proceedings. 45th Annual IEEE Symposium on
Print_ISBN :
0-7695-2228-9
DOI :
10.1109/FOCS.2004.19