Skip to main content
Proceedings of the National Academy of Sciences of the United States of America logoLink to Proceedings of the National Academy of Sciences of the United States of America
. 2006 Apr 6;103(16):6116–6119. doi: 10.1073/pnas.0510337103

Finite simple groups as expanders

Martin Kassabov , Alexander Lubotzky , Nikolay Nikolov §,
PMCID: PMC1458841  PMID: 16601101

Abstract

We prove that there exist k ∈ ℕ and 0 < ε ∈ ℝ such that every non-abelian finite simple group G, which is not a Suzuki group, has a set of k generators for which the Cayley graph Cay(G; S) is an ε-expander.

Keywords: expander graphs, Ramanujan complexes


Let X be a finite graph and 0 < ε ∈ ℝ. Then X is called an ε-expander if for every subset A of the vertices of X with |A| ≤ (1/2)|X| we have |∂A| ≥ ε|A|, where ∂A denotes the boundary of A, i.e., the vertices of distance 1 from A.

Expander graphs play an important role in computer science and combinatorics, and many efforts has been dedicated to their constructions (cf. ref. 1, the references therein, and ref. 2). Many of these constructions are of Cayley graphs, and in particular various infinite families of finite simple groups have been shown to be expanding families.

A finite group G is called an ε-expander with respect to a generating subset S if the Cayley graph Cay(G; S) is an ε-expander. We will say that an infinite family 𝔊 of groups is a family of expanders if there exists k ∈ ℕ and 0 < ε ∈ ℝ such that every group G ∈ 𝔊 has a subset S of k generators with respect to (w.r.t.) which G is an ε-expander. In this situation we also say that the groups G ∈ 𝔊 are expanders “uniformly.” Until recently all known such families consisting of simple groups were of bounded Lie rank (cf. refs. 1 and 3), a fact that has raised speculation that this is the only possibility (see refs. 4 and 5).

It is easy to see that the diameter of each graph Xi from an expander family {Xi} is most c log|Xi| (where c is a constant). In ref. 6 it was shown that every non-abelian finite simple group has a set S of seven generators for which the Cayley graph Cay(G; S) has a diameter bounded by C log(|G|) for an absolute constant C. It was conjectured there that one can even make all finite simple groups expanders uniformly, although, as observed by Y. Luz (see ref. 4), the generators used in ref. 6 do not give rise to expanders.

The main goal of this note is to announce a proof of almost the whole of this conjecture.

Theorem 1.

There exist k ∈ ℕ and 0 < ε ∈ ℝ such that every non-abelian finite simple group G, which is not a Suzuki group, has a set S of k generators for which Cay(G; S) is an ε-expander.

In fact careful estimates using variations of some of the arguments below yield k < 1,000 and ε > 10−10.

We believe that the above theorem holds also for the Suzuki groups, but our (diverse) methods do not apply to them. What makes them exceptional is the fact that they do not contain copies of SL2(𝔽p) or PSL2(𝔽p) like all the other finite simple groups (see below for more details).

The proof of Theorem 1 is the accumulation of the works (refs. 710 and A.L., unpublished results) in the following chronological order.

In ref. 7 it was proved, extending the work of Shalom (3), that for m ≥ 3 and k ≥ 0 the group SLm(ℤ[x1, …, xk]) has property (τ), i.e., its finite quotients are expanders. It was then further shown in ref. 8 that if R = ℤ〈x1, …, xk〉 is a free noncommutative ring, then suitable finite quotients of ELm(R) are also expanders uniformly, provided m ≥ 3 [where ELm(R) denotes the subgroup of the multiplicative group of Matm(R) generated by the elementary matrices]. This includes, in particular, the groups EL3(Matn(𝔽q)) ≃ SL3n(𝔽q), and thus SL3n(𝔽q) are uniformly expanders for all n and for all prime powers q. For every d ≥ 3, the group SLd(𝔽q) is a bounded product of copies of SL3n(𝔽q) for n = ⌊d/3⌋, which implies (using Lemma 1 below) that the groups {SLd(𝔽q) | d ≥ 3, q prime power} form a family of expanders.

It was then shown in ref. 10 that every finite simple classical group of Lie type is a bounded product of copies of SLd(𝔽q) and its central quotients. This fact can be combined with the previous results to yield that all classical groups of Lie type of sufficiently high rank are expanders uniformly.

The alternating groups Alt(n) [or equivalently the symmetric groups Sym(n)] for n ≥ 5 are also expanders in a uniform way. This result is proved in ref. 9. The argument here is more involved because Alt(n) contains copies of SLd(𝔽q), but it is not boundedly generated by such groups. The proof instead goes by decomposing the regular representation of Alt(n) into two components. On the first component Alt(n) acts as if it is boundedly generated by some copies of powers of SLd(𝔽q). On the second component one applies the eigenvalue estimates of ref. 11. The idea of this decomposition comes from work of Roichman (12).

On the other hand, it is shown by A.L. (unpublished results) that the family SL2(𝔽q), q a prime power, is also a family of expanders. This result is proved by a combination of Selberg’s Theorem (cf. ref. 1 and Section 4) with the explicit construction of Ramanujan graphs as given in ref. 13. In fact, a similar method (using the theory of Ramanujan complexes cf. ref. 14 and their explicit construction in ref. 13) also gives that the groups SLd(𝔽q) for all d ≥ 2 and all prime powers q are expanders uniformly.

The case of SL2(𝔽q) is the crucial new case of A.L. (unpublished results). It is further shown there, using some model theoretic results of Hrushovski and Pillay (15), that for a fixed r, all finite simple groups of Lie type and of rank at most r, with the exception of the Suzuki groups, are bounded products of copies of SL2(𝔽q)’s. One therefore deduces that the groups of Lie type and rank ≤ r are expanders uniformly. This case exactly complements the results of refs. 8 and 10 and all together gives that all finite simple groups of Lie type, with the possible exception of the Suzuki groups, are expanders uniformly.

By the classification of the finite simple groups (CFSG), every (non-abelian) finite simple group is either alternating or of Lie type or one of finitely many sporadic groups. Thus, Theorem 1 follows from the works described above.

The layout of the current note does not reflect the chronological story. We recall and make in Section 1 some observations regarding the representation theoretic reformulation of the problem. In Section 2 we describe the proof for SL2, while Sections 3 and 4 give two proofs for the case of SLd, (d ≥ 3): first, via Ramanujan complexes and second, via EL3(ℤ〈x1, …, xk〉). In Section 5 we use the results for SLd(𝔽q) to construct expanding generating sets in all simple groups of Lie type (with the exception of the Suzuki groups). In Section 6 we describe the proof for Alt(n), which is a case of great special interest.

1. A Representation Theoretic Interpretation

As is well known (cf. ref. 1, Chap. 4), the expanding property of Cay(G; S) is equivalent to representation theoretic properties. We need some notation.

The normalized adjacency matrix of a k-regular graph X is defined to be Δ = 1/k·A where A is the adjacency matrix of X. Then all the eigenvalues of Δ are in [−1, 1]. The second largest eigenvalue is denoted λ(X).

Let I(α, G, S) denote the following statement:

For every unitary representation (V, ϕ) of G, every 0 ≠ v ∈ V and every 0 < δ ∈ ℝ, if |ϕ(s)v − v| < δ for each s ∈ S, then |ϕ(g)v − v| < αδ for each g ∈ G (i.e., a vector v which is “S-almost invariant” is also “G-almost invariant”).

Proposition 1 below can be deduced from the proofs of propositions 4.2.4 and 4.2.5 and theorem 4.3.2 of ref. 1, noting that the “nonnormalized spectral gap” λ1(X) there is equal to k(1 − λ(X)) under our definition.

Proposition 1.

The following hold:

  • (i)
    • (a)
      For each α > 0 there is ε > 0 such that a Cayley graph X = Cay(G; S) is an ε-expander if I(α, G, S) holds.
    • (b)
      For each δ > 0 there is α > 0 such that if X = Cay(G, S) is a Cayley graph and λ(X) < 1 − δ then I(α, G; S) holds.
  • (ii)

    Moreover, if k = |S| is bounded then the implications in (i) can be reversed.

We shall repeatedly use the following easy lemma.

Lemma 1 (9).

Let G be a finite group generated by a collection of subgroups {Hi} and let ε1, δ > 0. Assume that each subgroup Hi is generated by a subset Si such that |∪i Si| ≤ k and that each graph Cay(Hi; Si) is an ε1-expander. Moreover, assume that the graph Y = Cay(G; ∪iHi) satisfies λ(Y) < 1 − δ.

Then there exists ε > 0 depending on ε1, δ and k such that the Cayley graph Cay(G; ∪iSi) is an ε-expander.

For the proof take any unitary representation (V, ϕ) of G with a ∪iSi-almost invariant vector v. Restricting the representation to each Hi we see that v is Hi-almost invariant. The last assumption of Lemma 1 implies that v is then G-almost invariant and by Proposition 1, Cay(G; ∪iSi) is an expander.

This lemma implies for example that if G is a bounded product of a bounded number of subgroups H1, H2, …, H and each Hi is an ε0-expander (w.r.t. some set of generators Si), then G is an ε-expander w.r.t. their union S = ∪Si.

2. The SL2(𝔽pk) Case

In this section we will show, following A.L. (unpublished results), that PSL2(q) can be made into expanders uniformly for every prime power q = pα. It is known that:

Fact 1:

The family of groups SL2(𝔽p), p prime, w.r.t. the generators

graphic file with name zpq01606-1811-m01.jpg

form a family of expanders. For a proof, based on Selberg’s theorem λ1 ≥ 3/16, see ref. 1, Section 4.

Fact 2:

For a fixed prime p, the groups SL2(𝔽pk), k ∈ ℕ, have a subset Sp of p + 1 generators for which the Cayley graphs X = Cay(SL2(pk); Sp) are Ramanujan graphs, i.e., λ(X) ≤ (2p/p+1). This fact means, in particular, that they are ε-expanders with a common expanding factor ε > 0, even if we let both p and k vary. The problem is that the number of generators is unbounded when p → ∞.

The result of Fact 2 was first proved by Morgenstern (16), and it relies on Drinfeld’s solution to the characteristic p Ramanujan conjecture for GL2. However, for our purpose we need the explicit construction of Ramanujan graphs (as special cases of Ramanujan complexes) as given in ref. 13. In the construction there, a symmetric set of p + 1 generators Sp for SL2(𝔽pk) is given as the p + 1 conjugates of a fixed element C by a fixed nonsplit torus H of SL2(𝔽p), i.e., Sp = {h−1C±1h | hH}. Now

graphic file with name zpq01606-1811-m02.jpg

therefore these graphs are ε-expanders by Proposition 1, for some ε > 0 independent of k and p. However, the generating sets Sp are not bounded.

At the same time Cay(SL2(p); {A, B}) are expanders uniformly by Fact 1. All together, these facts imply that Cay(SL2(𝔽pk); {A, B, C}) are expanders by Lemma 1: Indeed, if (V, ϕ) is a representation of G = SL2(𝔽pk) and vV is S-almost invariant for the set S = {A, B, C}, then v is SL2(𝔽p)-almost invariant and hence is also S′p-almost invariant, because S′p ⊂ SL2(𝔽pC·SL2(𝔽p), and hence v is G-almost invariant.

This argument shows that SL2(𝔽pk) are uniformly expanders with three generators.

3. SLd (𝔽pk) via Ramanujan Complexes

One can generalize the proof for SL2 described in Section 2 to SLd for every d. We sketch the proof below (details available from A.L. upon request).

Let F = 𝔽q be the field of order q = pk, for some prime p. Let E = 𝔽qd be the unique field extension of degree d. The natural map E* → GLd(𝔽q) given by letting E* act on E by multiplication, induces an isomorphism of

graphic file with name zpq01606-1811-m03.jpg

where H is a nonsplit maximal torus of order (qd − 1)/(q − 1). In ref. 13 it was shown that there exists an ε > 0 such that for a suitable choice of D ∈ SLd(𝔽q), the Cayley graphs Cay(SLd(𝔽q); S′) are ε-expanders when S′ = {h−1Dh | hH}. What is really proved there is that the adjacency operator of this Cayley graph is the sum of the first and the last of the d − 1 Hecke operators on the Cayley complex SLd(𝔽q), which is a Ramanujan complex, see ref. 14. The eigenvalue bound on these Hecke operators implies that

graphic file with name zpq01606-1811-m04.jpg

and in particular these are ε-expanders by Proposition 1.

We mention that the proof here (when d ≥ 3) does not need the full power of the Ramanujan bound. A weaker bound

graphic file with name zpq01606-1811-m05.jpg

which is sufficient for our purposes, can be deduced from the infinite dimensional representation theory of the group SLd(𝔽q((t))).

Assume now that d is even, d = 2m. Then the map E*Inline graphic GLd(𝔽q) described above factors through

graphic file with name zpq01606-1811-m06.jpg

which shows that H ≤ SLd(𝔽q) is contained in a copy of SL2(𝔽qm).

Take now the expanding generating set {A, B, C} of SL2(𝔽qm) from Section 2 with D to obtain a generating set S of four elements for SLd(𝔽q).

We claim that SLd(𝔽q) are a family of expanders w.r.t. these four generators. By Lemma 1 again, an S = {A, B, C, D}-almost invariant vector is SL2(𝔽qm)-almost invariant, and then it is H·D·H-almost invariant hence also S′-almost invariant and thus G = SLd(𝔽q)-almost invariant as required.

This argument covers the case of even d. For odd d, the group SLd(𝔽q) is a product of four copies of SLd−1(𝔽q), and we can apply Lemma 1.

4. SLd(𝔽pk) for (d ≥ 3) via EL3 (R)

A different proof for the case of SLd has been given in ref. 8 [prior to the proof of A.L. (unpublished results), which is described in Section 3]. This proof builds on the work of Shalom (3), where he gave a new proof of Kazhdan’s result (17) that SL3(ℤ) has property (T). Shalom’s proof has two ingredients.

Part 1:

The group Λ = SL2(ℤ) |× ℤ2 has a relative Kazhdan property (T) relative to ℤ2, i.e., if (V, ϕ) is a unitary representation space of Λ with an almost invariant vector w.r.t. the set of four natural generators, then this vector is ℤ2-almost invariant.

Part 2:

The group Λ is isomorphic to a maximal parabolic subgroup of SL3(ℤ). Conjugating with the Weyl group gives rise to six obvious embeddings of Λ in SL3(ℤ). The images of ℤ2 in these embeddings (which include all root subgroups) boundedly generate SL3(ℤ) by a result of Carter and Keller (18).

Parts 1 and 2 together imply that if V is a unitary representation of Γ = SL3(ℤ) and v ∈ V is an almost invariant vector (w.r.t. some generating set) it will be Γ-almost invariant, and therefore the group Γ has property (T).

A similar argument to Part 1 works also for Λ = SL2(R0) |× R02, when R0 is the polynomial ring in k variables over ℤ. However, it is not known if the bounded generation of Part 2 holds in this case, which would imply that SL3(R0) has property (T). Still, by analyzing the congruence kernel of SL3(R0), it is deduced in ref. 7 that Γ = SL3(R0) has property (τ), i.e., all of its finite factors are expanders (w.r.t. a fixed set of generators of Γ).

A step further is taken in ref. 8: it is shown there that Part 1 holds even if one takes the noncommutative free ring R = ℤ〈x1, …, xk〉, i.e., Λ = EL2(R) |× R2 has property (T) relative to R2.

It will be quite surprising if the analogue of the Carter and Keller result holds for Γ = EL3(R), i.e., if Γ is boundedly generated by its root subgroups. However, this fact holds for many quotients of R: If = Matn(𝔽q) or = Matn(𝔽q)s for sqn2, then is an image of ℤ〈x1, x2, x3〉 and EL3(R̄) is boundedly generated by its elementary matrices in a way that is independent of n, q, and s. This result implies that the groups EL3(Matn(𝔽q)) = SL3n(𝔽q) and EL3(Matn(𝔽q)s) = SL3n(𝔽q)s are a family of expanders.

For a general d ≥ 3, one notes again that SLd(𝔽q) is a bounded product of a bounded number of copies of SL3n(𝔽q) for n = ⌊d/3⌋. We can therefore deduce by Lemma 1 that SLd(𝔽q) form a family of expanders for all d ≥ 3 and every prime power q.

One of the advantages of this construction is that it also produces expanders in very large powers of the group SLd(𝔽q), which are essential for constructing expanding generating sets in the alternating groups (see Section 6).

5. Simple Groups of Lie Type

The following two theorems show how to reduce the case of finite simple groups of Lie type (minus the Suzuki groups) to the case of SLd(𝔽q) described in Sections 2–4.

Theorem 2 (10).

There exists a constant C such that every finite simple group G of classical type is a product of at most C subgroups of G which are quotients of SLd(𝔽q) (for some d ≥ 2 and q).

Theorem 3 (A.L., unpublished results).

Given r ∈ ℕ, there exists a constant C(r) with the following property: Suppose G is a finite simple group of Lie type of Lie rank at most r, which is not a Suzuki group. Then G is a product of at most C(r) subgroups each of which is a quotient of SL2(𝔽q) for a suitably chosen field 𝔽q.

As explained in Lemma 1, once a group G is a product of boundedly many groups that are ε-expanders, its Cayley graph is an ε′-expander. So Theorem 1 is now proved for all groups of Lie type except for the Suzuki groups. The reason for the Suzuki groups to be excluded is the fact that they do not contain copies of SLd(𝔽q) or PSLd(𝔽q) for any d ≥ 2 and prime power q. In fact, the order of a Suzuki group is not divisible by 3, whereas |SLd(𝔽q)| is.

The proof of Theorem 2 is based on the fact that an arbitrary connected Dynkin diagram of high rank becomes one of type Ad after a vertex is deleted. In this way we can find a quasisimple quotient G1 of SLd+1(𝔽q) inside G (in fact it is a Levi factor of a suitable parabolic subgroup).

If U (resp. U1) is a maximal unipotent subgroup of G (resp G1) then ref. 10 proves that U is a product of at most 14 conjugates of U1 (using that the positive root system of G parameterizing U is “close” to the root system Ad of U1). A theorem of Liebeck and Pyber in ref. 19 now gives that G is a product of at most 13 conjugates of U and hence a product of at most 13 × 14 = 182 conjugates of G1.

A very detailed and laborious analysis of this kind will also lead to a similar proof of Theorem 3 with explicit bounds for C(r), but this is not the way this theorem is proved by A.L. (unpublished results).

Instead, the author there appeals to a model theoretic method developed by Hrushovski and Pillay (15). There, it is shown that “definable” subgroups of GLn(F) over pseudo-algebraically closed field F are very much like Zariski closed subgroups over algebraically closed field. In particular, if a definable subgroup H is generated by finitely many definable subgroups L1, …, Lc, then it is a bounded product of them. Now, it follows from the Lang–Weil Theorem that ultraproducts of finite fields are pseudo-algebraically closed (see ref. 20). As elementary statements are true in an ultraproduct if they are true in almost all factors, one can get “bounded results” over finite fields. This scheme is applied to show that all the finite simple groups (except the Suzuki groups) contain “definable” subgroups isomorphic to SL2(𝔽q) or PSL2(𝔽q) and hence are generated by them in a bounded way (when the rank is bounded).

6. The Alternating Groups

Last but not least is the case of the alternating groups Alt(n). For its special importance, we restate it as follows.

Theorem 4 (9).

There exist l ∈ ℕ and 0 < ε ∈ ℝ such that for every n ∈ ℕ the alternating group Alt(n) has an explicit set of generators Sn of size at most l such that Cay(Alt(n); Sn) is an ε-expander. The same holds also for the symmetric groups Sym(n).

The main idea of the proof in ref. 9 is as follows. Assume first that n = d6 and d = 23k − 1 for some k. Based on ideas and results from ref. 8 (see Section 4) it is shown first that the Cayley graphs of the groups Δk = SL3k(𝔽2)d5 w.r.t. some generating set Fk of size at most 20 are ε0-expanders for all k and d = 23k − 1 (for some fixed ε0 > 0).

Now, thinking of the set {1, …, n} as the points in a six-dimensional cube of size d, and remembering that SL3k(𝔽2) acts transitively on a set of size d (via its defining linear action on 𝔽23k), we can construct six different embeddings πi of Δk into Alt(n), where the image under πi of each copy of SL3k(𝔽2) in Δk acts on the points on a line parallel to the ith coordinate axis in the cube. Denote Sn = ∪iπi(Fk) and E = ∪iπik). We will show that the Cayley graphs of Alt(n) with respect to Sn form a family of expanders. Using that Fk is an expanding generating set in Δk by Lemma 1 it suffices to show that the existence of an E-almost invariant vector v in any unitary representation V of Alt(n) implies the existence of an Alt(n)-almost invariant vector.

We decompose V as a sum of two representations V1V2, where V1 is the sum of all irreducible representations of Alt(n) in V corresponding to partitions λ ⊢ n, where the first row λ1 is not too big (less than nd5/4) and V2 contains all others. A similar decomposition is used by Roichman in ref. 12 to show that the Cayley graphs of Alt(n) with respect to conjugacy classes have some expanding properties. We will use two different arguments to show that the projection v1 of v in V1 is small and that projection v2 in V2 is close to an invariant vector.

Argument 1:

Using the definition of the set E, it is shown that a bounded power of E acts transitively on “nearly all” ordered ℓ-tuples of points in the cube for some ℓ of size approximately d5/(3 log d). Also a bounded power of E contains a permutation that acts as ℓ-cycle. Thus, the vector v, and therefore v1, is almost invariant by nearly all elements in the conjugacy class C of ℓ-cycles in Alt(n). Here nearly all means a subset of proportion tending to 1, as k and n tend to infinity. This fact implies that v1 is almost invariant under the action of the operator

graphic file with name zpq01606-1811-m07.jpg

The operator L acts as a multiplication by χλ(C)/χλ(id) on the irreducible representation Vλ corresponding to the partition λ, where χλ is the character of Vλ. At this point one can appeal to the results of Roichman (11), who studied normalized character values of the symmetric groups. Roichman’s results give that |χλ(C)/χλ(id)| ≪ 1, for any λ ⊢ n, provided that the first row λ1 is small. Therefore, ‖Lv1‖ ≪ ‖v1‖, which together with the almost invariance of v1 under L, implies that the vector v1 is short.

Argument 2:

Using that all irreducible representations in V2 corresponds to partitions with λ1nd5/4, one can view the linear span W of the orbit of v2 in V2 as part of the induced representation to Alt(n) of the trivial representation of Alt(nd5/4). This induced representation has a basis 𝔅, whose elements corresponds to the ordered d5/4-tuples of points in the cube. The size of the basis 𝔅 is significantly smaller that the size of E, and it can be shown that the random walk on 𝔅 defined by E mixes in just several steps. This fact, together with the almost invariance of v2 under E, implies that v2 is close to an invariant vector.

This argument finishes the sketch of the proof for the case Alt(n) for n = (23k − 1)6 for some k. The case of general n follows from the observation that Alt(n) can be written as a product of a bounded number of copies of Alt(nk) for nk = (23k − 1)6 embedded in Alt(n). By adding any odd permutation to Sn, we see that the symmetric groups Sym(n) also form a family of expanders.

Acknowledgments

A.L. was supported by the National Science Foundation and the Binational Science Foundation (U.S. and Israel). This work was done while visiting the Institute for Advanced Study at Princeton University, supported by the Ambrose Monell Foundation and the Ellentuck Fund.

Abbreviation

w.r.t.

with respect to.

Footnotes

Conflict of interest statement: No conflicts declared.

This paper was submitted directly (Track II) to the PNAS office.

References

  • 1.Lubotzky A. Discrete Groups, Expanding Graphs and Invariant Measures, Progress in Mathematics. Vol. 125. Basel: Birkhäuser; 1994. [Google Scholar]
  • 2.Reingold O., Vadhan S., Wigderson A. Ann. Math. 2002;155:157–187. [Google Scholar]
  • 3.Shalom Y. Inst. Hautes Études Sci. Publ. Math. 1999;90:145–168. [Google Scholar]
  • 4.Lubotzky A., Weiss B. Groups and Expanders: Expanding Graphs, DIMACS Series for Discrete Mathematics and Theoretical Computer Science. Vol. 10. Providence, RI: Am. Math. Soc.; 1992. pp. 95–109. [Google Scholar]
  • 5.Lafferty J. D., Rockmore D. Exp. Math. 1992;1:115–139. [Google Scholar]
  • 6.Babai L., Kantor W. M., Lubotzky A. Eur. J. Combin. 1989;19:507–522. [Google Scholar]
  • 7.Kassabov M., Nikolov N. Invent. Math. March 14 2006 doi: 10.1007/s00222-005-0498-0. [DOI] [Google Scholar]
  • 8.Kassabov M. 2005. arXiv: math.GR/0502237.
  • 9.Kassabov M. 2005. arXiv: math.GR/0505624.
  • 10.Nikolov N. J. Group Theory. 2006 in press. [Google Scholar]
  • 11.Roichman Y. Invent. Math. 1996;125:451–485. [Google Scholar]
  • 12.Roichman Y. J. Combin. Theory Ser. A. 1997;79:281–297. [Google Scholar]
  • 13.Lubotzky A., Samuels B., Vishne U. Eur. J. Combin. 2005;26:965–993. [Google Scholar]
  • 14.Lubotzky A., Samuels B., Vishne U. Isr. J. Math. 2005;149:267–300. [Google Scholar]
  • 15.Hrushovski E., Pillay A. J. Reine Angew. Math. 1995;462:69–91. [Google Scholar]
  • 16.Morgenstern M. J. Combin. Theory Ser. B. 1994;62:44–62. [Google Scholar]
  • 17.Kaz̆dan D. A. Funkcional. Anal. Priloz̆en. 1967;1:71–74. [Google Scholar]
  • 18.Carter D., Keller G. Am. J. Math. 1983;105:673–687. [Google Scholar]
  • 19.Liebeck M. W., Pyber L. Duke Math. J. 2001;107:159–171. [Google Scholar]
  • 20.Fried M. D., Jarden M. Field Arithmetic, Results in Mathematics and Related Areas: 3rd Series, A Series of Modern Surveys in Mathematics. Vol. 11. Berlin: Springer; 2005. [Google Scholar]

Articles from Proceedings of the National Academy of Sciences of the United States of America are provided here courtesy of National Academy of Sciences

RESOURCES