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Lifts, Discrepancy and Nearly Optimal Spectral Gap*
Authors:Yonatan Bilu  Nathan Linial
Affiliation:(1) Dept.of Molecular Genetics, Weizmann Institute of Science, Rehovot, 76100, Israel;(2) Institute of Computer Science, Hebrew University, Jerusalem, 91904, 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 :HG. 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 $$
{left[ { - 2{sqrt {d - 1} },2{sqrt {d - 1} }} right]}
$$ (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 $$
{left[ { - c{sqrt {dlog ^{3} d} },c{sqrt {dlog ^{3} d} }} right]}
$$ for some constant c. This leads to a deterministic polynomial time algorithm for constructing arbitrarily large d-regular graphs, with second eigenvalue $$
O{left( {{sqrt {dlog ^{3} d} }} right)}
$$ . The proof uses the following lemma (Lemma 3.3): 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 $$
frac{{{left| {x^{t} Ay} right|}}}
{{{left| x right|}{left| y right|}}} leqslant alpha 
$$ for every x,y ∈{0,1}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. * This research is supported by the Israeli Ministry of Science and the Israel Science Foundation.
Keywords:05C22  05C35  05C50  05C80
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