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European Journal of Combinatorics
journal homepage:www.elsevier.com/locate/ejcThe extremal function for partial bipartite tilings
Codruţ Grosu
a, Jan Hladký
b,caFaculty of Automatic Control and Computers, Politehnica University of Bucharest, Splaiul Independenţei 313, sector 6, Cod 060042,
Bucharest, Romania
bDepartment of Applied Mathematics, Faculty of Mathematics and Physics, Charles University, Malostranské náměstí 25, 118 00,
Prague, Czech Republic
cDIMAP, University of Warwick, Coventry, CV4 7AL, United Kingdom
a r t i c l e i n f o Article history:
Available online 14 October 2011
a b s t r a c t
For a fixed bipartite graphHand givenα ∈(0,1), we determine the thresholdTH(α)which guarantees that anyn-vertex graph with
at leastTH(α)
n
2
edges contains(1−o(1))v(αH)nvertex-disjoint copies ofH. In the proof, we use a variant of a technique developed by Komlós [J. Komlós, Tiling Turán theorems, Combinatorica 20 (2) (2000) 203–218].
©2011 Elsevier Ltd. All rights reserved.
1. Introduction
The Turán theorem [12], one of the most important results in extremal graph theory, gives a sharp threshold, denoted by ex
(
n,
Kr)
, for the maximum number of edges of ann-vertex graph with no copyofKr. Even though the Turán theorem applies to any pair of valuesnandr, the interesting instances
are rather those whennis large compared tor. Erdős and Stone [2] extended the result by determining the asymptotic behavior of the function ex
(
n,
H)
for a fixed non-bipartite graphH. The same problem in the case thatHis a fixed bipartite graph is – despite considerable effort – wide open for most graphsH. This is known as theZarankiewicz problem. Let us recall that whenHhas color classes of sizessand
t,s
≤
t, then the Kövari–Sós–Turán theorem [8] asserts thatex
(
n,
H)
≤
O(
n2−1/s)
=
o(
n2).
(1)On the other hand, a standard random graph argument gives that ex
(
n,
Ks,t)
≥
Ω(
n2−(s+t−2)/(st−1))
.It is natural to extend the aboveexistential questionstotiling questions. In such a setting, one asks for the maximum number of edges of ann-vertex graph which does not contain
ℓ
vertex-disjoint copies of a graphH. This quantity is denoted by ex(
n, ℓ
×
H)
. Erdős and Gallai [3] gave a complete solution to the problem in the case whenH=
K2.E-mail addresses:[email protected](C. Grosu),[email protected](J. Hladký). 0195-6698/$ – see front matter©2011 Elsevier Ltd. All rights reserved.
Theorem 1 (Erdős–Gallai [3]).Suppose that
ℓ
≤
n/
2. Then ex(
n, ℓ
×
K2)
=
max
(ℓ
−
1)(
n−
ℓ
+
1)
+
ℓ
−
1 2
,
2ℓ
−
1 2
.
Givenn
,
x∈
N,x≤
n, we define two graphsMn,xandLn,xas follows. The graphMn,xis ann-vertexgraph whose vertex set is split into setsAandB,
|
A| =
x,
|
B| =
n−
x,Ainduces a clique,Binduces an independent set, andMn,x[
A,
B] ≃
Kx,n−x. The graphLn,xis the complement ofMn,n−x, i.e., it is ann-vertex graph whose edges induce a clique of orderx. Obviously,e
(
Mn,ℓ−1)
=
(ℓ
−
1)(
n−
ℓ
+
1)
+
ℓ −1 2
, ande(
Ln,2ℓ−1)
=
2ℓ−1 2
. Moreover, it is easy to check that there are no
ℓ
vertex-disjoint edges in either of the graphsMn,ℓ−1,Ln,2ℓ−1. Therefore, whenℓ <
25n+
O(
1)
, the graphMn,ℓ−1is (the unique)graph showing that ex
(
n, ℓ
×
K2)
≥
(ℓ
−
1)(
n−
ℓ
+
1)
+
ℓ−1 2
. The graphLn,2ℓ−1is the unique
extremal graph for the problem otherwise.
Moon [10] started the investigation of ex
(
n, ℓ
×
Kr)
. Allen et al. [1] only recently determined thebehavior of ex
(
n, ℓ
×
Kr)
for the whole range ofℓ
in the caser=
3, and they made a substantialprogress for larger values ofr. Simonovits [11] determined the value ex
(
n, ℓ
×
H)
for a non-bipartite graphH, fixed value ofℓ
and largen.An equally important density parameter which can be considered in the context of tiling questions is the minimum degree of the host graph. That is, we ask what is the largest possible minimum degree of ann-vertex graph which does not contain
ℓ
vertex-disjoint copies ofH. In the caseH=
Kr, theprecise answer is given by the Hajnal–Szemerédi theorem1[4]. An asymptotic threshold for a general
fixed graphHwas determined by Komlós [5]. In this case, the threshold depends on a parameter which Komlós calls thecritical chromatic number. The critical chromatic number ofHis a real between
χ(
H)
−
1 andχ(
H)
, defined byχ
cr(
H)
:=
(χ(
H
)
−
1)v(
H)
v(
H)
−
σ
,
(2)where
σ
is the size of the smallest possible color-class in anyχ(
H)
-coloring ofH. Let us also note that Komlós’ result [5] gives an asymptotic min-degree threshold even in the case whenHis bipartite. In this case the near-extremal graphs for the problem are complete bipartite graphs.In the present paper we use a variation of the technique developed by Komlós to determine the asymptotic behavior of the function ex
(
n, ℓ
×
H)
for a fixed bipartite graphH. LetHbe an arbitrary bipartite graph. Suppose thatb:V(
H)
→ [
2]
is a proper coloring ofHwhich minimizes|
b−1(
1)
|
. We define quantitiess(
H)
:= |
b−1(
1)
|
,t(
H)
:= |
b−1(
2)
|
. Obviously,s(
H)
≤
t(
H)
, ands(
H)
+
t(
H)
=
v(
H)
.Furthermore, we defineV1
(
H)
:=
b−1(
1)
andV2(
H)
:=
b−1(
2)
. The setsV1(
H)
andV2(
H)
are uniquelydefined provided thatHdoes not contain a balanced bipartite graph as one of its components; in this other case we fix a coloringbsatisfying the above conditions and use it to define uniquelyV1
(
H)
and V2(
H)
.Givens
,
t∈
N, we define a functionTs,t:(
0,
1)
→
(
0,
1)
by setting Ts,t(α)
:=
max
2sα
s+
t
1−
sα
2(
s+
t)
, α
2
,
(3)for
α
∈
(
0,
1)
. Note thatTs′,t′=
Ts,twhens′=
ksandt′=
kt. Also, note thatTs,s
(α)
n 2
=
ex
n,
α
n 2×
K2
+
o(
n2),
(4)1 In its original formulation, the Hajnal–Szemerédi theorem asserts that ann-vertex graphGwith minimum-degree at least r−1
r ncontains aKr-tiling missing at mostr−1 vertices ofG, thus giving an answer only to the question of almost perfect tilings. When the minimum-degree ofGis lower, we can however add auxiliary vertices which are complete toGand obtain ann′-vertex graphG′such that the Hajnal–Szemerédi theorem applies toG′. The restriction of the almost perfectKr-tiling ofG′ toGgives aKr-tiling which is optimal in the worst case.
and, in general, fors
≤
t, the numberTs,t(α)
n2
is asymptotically the maximum between the number of edges ofMn,αs
s+tnandLn,αn.
Our main result is the following.
Theorem 2. Suppose that H is a bipartite graph with no isolated vertices, s
:=
s(
H),
t:=
t(
H)
. Letα
∈
(
0,
1)
andε >
0. Then there exists an n0=
n0(
s,
t, α, ε)
such that for any n≥
n0, any graph G with n vertices and at least Ts,t(α)
n 2
edges contains more than
(
1−
ε)
αs+tn vertex-disjoint copies of the graph H.
After some remarks below, we introduce the tools needed for our proof ofTheorem 2in Section2. The proof is then given in Section3.
(1) LetH
,
sandtbe as in the hypothesis of the theorem,ε
′>
0 andβ
∈
(
0,
1)
. Then we may findan
α > β(
s+
t)
and anε < ε
′sufficiently small, such that fornlarge enough, byTheorem 2, any graphGwithnvertices and at leastTs,t
(α)
n 2
< (
Ts,t(β(
s+
t))
+
ε
′)
n 2
edges contains at least
β
n vertex-disjoint copies ofH. Hence ex(
n, β
n×
H)
≤
Ts,t(β(
s+
t))
n 2
+
ε
′n2. This asymptotically matches thelower bound which comes – as inTheorem 1– from graphsMn,βsn−1andLn,β(s+t)n−1. Indeed, neither of
these graphs contains
β
nvertex-disjoint copies ofH, as any such copy would require at leastsvertices in the clique subgraph ofMn,βsn−1, and at leasts+
t=
v(
H)
non-isolated vertices inLn,β(s+t)n−1,respectively. Note however that for most values ofH, the graphsMn,βsn−1andLn,β(s+t)n−1are not
extremal for the problem. For example, we can replace the independent set in the graphLn,β(s+t)n−1
by anyH-free graph. This links us to the Zarankiewicz problem, and suggests that an exact result is not within the reach of current techniques.
(2) Note thatTheorem 2could be restated using the notion of critical chromatic number. Indeed, formula Eq.(2)simplifies in the bipartite setting to
χ
cr(
H)
=
v(
H)
t(
H)
.
In other words, the valueTs(H),t(H)
(α)
defined by Eq.(3)can be determined fromχ
cr(
H)
, withoutknowings
(
H)
andt(
H)
.(3) The assumption onHto contain no isolated vertices inTheorem 2is made just for the sake of compactness of the statement. Indeed, letH′be obtained fromHby removing all the isolated vertices.
Then there is a simple relation between the sizes of optimal coverings by vertex disjoint copies ofH
andH′in ann-vertex graphG. Letxandx′be the number of vertices covered by a maximum family of
vertex-disjoint copies ofHandH′inG, respectively. We have that
x
=
min
v(
H)
nv(
H)
,
x ′v(
H)
v(
H′)
.
(4) One can attempt to obtain an analogue ofTheorem 2for graphs with higher chromatic number. This however appears to be substantially more difficult. To indicate the difficulty, let us recall that there are two types (Mn,xandLn,x) of extremal graphs for theH-tiling problem for bipartiteH. The
graphsMn,x andLn,xhave ablock structure, i.e., their vertex set can be partitioned intoblocks(two,
in this case), such that any two vertices from the same block have almost the same neighborhoods. These two graphs appear even in the simplest case ofH
=
K2(cf.Theorem 1). However, whenHisnot balanced, if we let
α
go from 0 to 1, the transition between the two extremal structures which determine the threshold function occurs at a different time in the evolution. On the other hand, there are five types of extremal graphs for the problem of determining ex(
n, ℓ
×
K3)
as shown in [1]. All thefive types have a block structure. It is plausible that whenHis a general 3-colorable graph, the same five types of extremal graphs determine the threshold function forH-tilings. However, the transitions between them occur at different times and the block sizes depend on various structural properties ofH. In particular, we have indications that the critical chromatic number alone does not determine ex
(
n, α
n×
H)
in this situation.IfF is a family of graphs, andGis a graph, anF-tilinginGis a set of vertex-disjoint subgraphs of
the vertices ofGcovered by anF-tilingF, and
|
F| = |
V(
F)
|
is thesizeof the tilingF. IfFis a collection of bipartite graphs, we letV1(
F)
=
H∈FV1
(
H)
andV2(
F)
=
H∈FV2
(
H)
. Forn∈
N, we write[
n]
todenote the set
{
1,
2, . . . ,
n}
.2. Tools for the proof of the main result
Our main tool is Szemerédi’s Regularity Lemma (see [7,9] for surveys). To state it we need some more notation.
LetG
=
(
V,
E)
be ann-vertex graph. IfA,
Bare disjoint nonempty subsets ofV(
G)
, thedensityof the pair(
A,
B)
isd(
A,
B)
=
e(
A,
B)/(
|
A∥
B|
)
. We say that(
A,
B)
is anε
-regular pairif|
d(
X,
Y)
−
d(
A,
B)
|
<
ε
for everyX⊂
A,
|
X|
> ε
|
A|
andY⊂
B,
|
Y|
> ε
|
B|
.The following statement asserts that large subgraphs of regular pairs are also regular.
Lemma 3. Let
(
A,
B)
be anε
-regular pair with density d, and let A′⊂
A,
|
A′| ≥
α
|
A|
,
B′⊂
B,
|
B′| ≥
α
|
B|
,α
≥
ε
. Then(
A′,
B′)
is anε
′-regular pair withε
′=
max{
ε/α,
2ε
}
, and for its density d′we have|
d′−
d|
< ε
.Let
ε >
0 andd∈ [
0,
1]
. An(ε,
d)
-regular partitionofGwithreduced graph R=
(
V′,
E′)
is apartitionV0
∪
˙
V1∪ · · · ˙
˙
∪
VkofVwith|
V0| ≤
ε
n,|
Vi| = |
Vj|
for any 1≤
i<
j≤
k,V(
R)
= {
V1,
V2, . . . ,
Vk}
, such that(
Vi,
Vj)
is anε
-regular pair inGof density greater thandwheneverViVj∈
E(
R)
, andthe subgraphG′
⊂
Ginduced by theε
-regular pairs corresponding to the edges ofRhas more thane
(
G)
−
(
d+
3ε)
n2/
2 edges. In this case, we also say thatGhas an(ε,
d)
-reduced graphR, and call thesetsVi
,
1≤
i≤
k, theclustersofG.The following lemma is a consequence of the so-called degree version of the Regularity Lemma [7, Theorem 1.10].
Lemma 4 (Regularity Lemma).For every
ε >
0and m∈
Nthere is an M=
M(ε,
m)
such that, if G is any graph with more than M vertices and d∈ [
0,
1]
is any real number, then G has an(ε,
d)
-reduced graph R on k vertices, with m≤
k≤
M.Given four positive numbers a
,
b,
x,
y we say that the pair a,
b dominates the pair x,
y, if max{
x,
y}
/
min{
x,
y} ≥
max{
a,
b}
/
min{
a,
b}
. The following easy lemma states thatKa,bhas an almostperfectKs,t-tiling provided thata
,
bdominatess,
t.Lemma 5. For any s
,
t∈
Nthere exists a constant C such that the following holds. Suppose that the pair a,
b∈
Ndominates s,
t. Then the graph Ka,bcontains a Ks,t-tiling containing all but at most C vertices of Ka,b.Proof. Ifs
=
tthen necessarilya=
b. There obviously exists aKs,t-tiling containing all but at most C:=
2(
s−
1)
vertices ofKa,b.With no loss of generality, we may suppose thata
≤
bands<
t. Thenas≤
btandbs≤
at. A tiling with⌊
(
bt−
as)/(
t2−
s2)
⌋
copies ofKs,twith thes-part of theKs,tplaced in thea-part of theKa,b
and
⌊
(
at−
bs)/(
t2−
s2)
⌋
copies placed the other way misses at mostC:=
2(
s+
t−
1)
vertices ofKa,b.
The next lemmas, versions of the Blow-up Lemma [6], assert that regular pairs have almost as good tiling properties as complete bipartite graphs.
Lemma 6. For every d
>
0, γ
∈
(
0,
1)
and any two graphs R and H, there is anε
=
ε(
H,
d, γ ) >
0such that the following holds for all positive integers s. Let Rsbe the graph obtained from R by replacing every ver-tex of R by s vertices, and every edge of R by a complete bipartite graph between the corresponding s-sets. Let G be any graph obtained similarly from R by replacing every vertex of R by s vertices, and every edge of R with anε
-regular pair of density at least d. If Rscontains an H-tiling of size at leastγ v(
Rs)
then so does G.Lemma 7. For every bipartite graph H and every
γ ,
d>
0there exists anε
=
ε(
H,
d, γ ) >
0such that the following holds. Suppose that there is an H-tiling in Ka,bof size x. Let(
A,
B)
be an arbitraryε
-regular pair with density at least d,|
A| =
a,|
B| =
b. Then the pair(
A,
B)
contains an H-tiling of size at least x−
γ (
a+
b)
.Finally, let us state a straightforward corollary of the König matching theorem.
Fact 8. Let G
=
(
A∪
˙
B,
E)
be a bipartite graph with color classes A and B. If G has no matching with l+
1edges, then e
(
G)
≤
lmax{|
A|
,
|
B|}
. 3. The proofIn this section, we first state and prove the main technical result,Lemma 9. Then, we show how it impliesTheorem 2.
Fors
,
t∈
N, we setF1:= {
Ks,t,
Ks,t−1,
K2}
andF2:= {
Kst,t2,
Kst−1,(t−1)t,
Kst,(t−1)t,
K2}
. Let us notethat whens
<
t, the sizes of the two color classes of any graph fromF∗:=
F1
∪
F2dominatesandt.LetFbe aKs,t-tiling in a graphG,s
<
t. SupposeE0andE1are matchings inG[
V(
G)
−
V(
F),
V1(
F)
]
andG
[
V2(
F)
]
, respectively, such that each copyKofKs,tinFhas at most one vertex matched byE0andat most one vertex matched byE1. If anyK
∈
Fwhich has a vertex matched byE0, also has a vertexmatched byE1, then we call the pair
(
E0,
E1)
anF-augmentation. Note that in this caseE0andE1arevertex disjoint, asV1
(
F)
∩
V2(
F)
= ∅
.The main step in our proof ofTheorem 2is the following lemma.
Lemma 9. Let t
>
s≥
1, α
∈
(
0,
1)
andε >
0. Then there exists anε
′=
ε
′(
s,
t, α, ε) >
0and anh
=
h(
s,
t, α, ε) >
0such that the following holds. Suppose G is an n-vertex graph with n≥
h and e(
G)
≥
Ts,t(α)
n 2
, and F is a Ks,t-tiling in G of maximum size with
|
F| ≤
(
1−
ε)α
n. Then one of the following is true:(i) there exists anF1-tiling F′in G with
|
F′| ≥ |
F| +
ε
′n, or(ii) there exists an F -augmentation
(
E0,
E1)
such that E0contains at leastε
′n edges.Proof. Set
ε
′:=
1 4min
εα
2 3t+
1,
ε
sα
(
3t+
1)(
s+
t)
,
and lethbe sufficiently large.
Suppose for a contradiction that the assertions of the lemma are not true.
SetL
:=
V(
G)
−
V(
F)
andm:= |
L|
. LetC:= {
V1(
K)
:K∈
F}
,
D:= {
V2(
K)
:
K∈
F}
and C:=
C
,
D:=
D. We call members ofClilliputswhile members ofDaregiants. We say that giantV2
(
K)(
K∈
F)
iscoupledwith lilliputV1(
K)
.AsFis a maximum sizeKs,t-tiling inG, by(1)we have that
e
(
G[
L]
)
=
o(
n2).
(5)Letrbe the number of copies ofKs,tinF. Thenr
≤
(
1−
ε)α
n/(
s+
t)
. Moreover, we havem
=
n−
(
s+
t)
r.
(6)Let us define an auxiliary graphH
=
(
V′,
E′)
as follows. The vertex-set ofHisV′:=
C∪
D∪
L. Foranyx
∈
LandK∈
Fthe edgexV1(
K)
belongs toE′iff NG(
x)
∩
V1(
K)
̸= ∅
. Similarly, the edgexV2(
K)
belongs toE′iff NG
(
x)
∩
V2(
K)
̸= ∅
. Finally, for any distinctK,
K′∈
Fthe edgeV2(
K)
V2(
K′)
belongstoE′iffE
G
(
V2(
K),
V2(
K′))
̸= ∅
. The verticesLand the verticesCinduce two independent sets inH.As (i) does not hold,H
[
L,
D]
does not contain a matching with at leastε
′nedges. It follows fromFact 8that
eG
(
L,
D)
≤
ε
′ntmax
{
m,
r} ≤
tε
′n2.
(7)LetMbe a maximum matching inH
[
L,
C]
withledges. Obviously,l≤
r. ByFact 8, we have thateG
(
L,
C)
≤
lsmax{
m,
r}
.
(8)LetC′
⊆
Cbe the lilliputs matched byM. We writeD′⊆
Dfor the giants coupled withC′. SetD′
=
D′.Suppose for a moment thatH
[
D′] ∪
H[
D′,
D−
D′]
contains a matchingTwith at leastε
′nedges.LetD′′be the giants inD′matched byT andM′the set of edges inMmatching the lilliputs coupled withD′′. ThenM′andTgive rise to anF-augmentation
(
E0
,
E1)
inGwith|
E0| = |
M′| ≥ |
T| ≥
ε
′n,contradicting our assumption that (ii) does not hold.
SoH
[
D′]∪
H[
D′,
D−
D′]
does not contain a matching with at leastε
′nedges. ApplyingTheorem 1and passing to the graphG, we get
e
(
G[
D′] ∪
G[
D′,
D−
D′]
)
≤
t2ex(
r, ε
′n×
K2)
+
r
t 2
≤
2t2ε
′nr+
r
t 2
.
Therefore, e(
G[
C∪
D]
)
=
e(
G[
D′] ∪
G[
D′,
D−
D′]
)
+
e(
G[
D−
D′]
)
+
e(
G[
C]
)
+
eG(
C,
D)
≤
2t2ε
′nr+
r
t 2
+
(
r−
l)
t 2
+
rs 2
+
r2st.
(9)Summing up the bounds(5)and(7)–(9)we get:
e
(
G)
=
e(
G[
L]
)
+
eG(
L,
D)
+
eG(
L,
C)
+
e(
G[
C∪
D]
)
≤
o(
n2)
+
tε
′n2+
lsmax{
m,
r} +
2ε
′nrt2+
r
t 2
+
(
r−
l)
t 2
+
rs 2
+
r2st.
Using the convexity off
(
l)
:=
lsmax{
m,
r} +
( r−l)t2
on
[
0,
r]
, and the fact thatrt≤
n, we get:e
(
G)
≤
o(
n2)
+
3tε
′n2+
r
t 2
+
r2st+
rs 2
+
max
rt 2
,
rsmax{
m,
r}
.
However,r2s≤
rt 2
+
o(
n2)
, and hence from(6)we get: e(
G)
≤
o(
n2)
+
3tε
′n2+
r
t 2
+
r2st+
rs 2
+
max
rt 2
,
rs(
n−
(
s+
t)
r)
<
max
(
s+
t)
r 2
,
rs 2
+
rs(
n−
rs)
+
(
3t+
1)ε
′n2,
where in the last inequality we have majorized the termr
2t
+
o(
n2)
byε
′n2. But
(
s+
t)
r 2
+
(
3t+
1)ε
′n2≤
(
1−
ε)α
n 2
+
εα
2n2 4<
1−
ε
2
α
2n2 2,
and
rs 2
+
rs(
n−
rs)
+
(
3t+
1)ε
′n2<
rsn−
r 2s2 2+
ε
sα
n2 4(
s+
t)
≤
2sα
s+
t
1−
α
s 2(
s+
t)
+
ε(
2−
ε)α
s 2(
s+
t)
−
3ε
4
n2 2<
2sα
s+
t
1−
α
s 2(
s+
t)
−
ε
4
n2 2.
Consequently for large enoughn,e
(
G) <
Ts,t(α)
n 2
,
a contradiction.SupposeG
=
(
V,
E)
is a graph andr∈
N. Ther-expansionofGis the graphG′=
(
V′,
E′)
defined as follows. The vertex set ofG′isV× [
r]
. Fora,
b∈ [
r]
, an edge((
u,
a), (v,
b))
belongs toE′iff uv
belongs toE. Note that there is a natural projection
π
G′:V′→
Vthat maps every vertex(
u,
a)
fromG′to the vertexuinG. We are interested in the following property ofr-expansions. Suppose thatKis a copy of any graph fromF∗inG. Then
π
−1G′
(
V(
K))
contains a complete bipartite graphBwith colorclasses of sizess
(
K)
randt(
K)
r. ByLemma 5we can tileBalmost perfectly with copies ofKs,t. IfFisanF∗-tiling inG, we can apply the above operation on each memberK
∈
Fand obtain a new tilingF′– which we callretiling– in the graphG′.
We are now ready to proveTheorem 2.
Proof of Theorem 2. Note that it suffices to prove the theorem forH
≃
Ks,t.We first deal with the particular caset
=
s. Setα
′:=
(
1−
ε/
4)α
. Letε
1
:=
15(
Ts,t(α)
−
Ts,t(α
′))
,and
ε
2be given byLemma 7for input parametersH,d:=
ε
1andγ
:=
αε/
8. Suppose thatk0 issufficiently large. LetM be the bound fromLemma 4for precision
ε
R:=
min{
ε
1, ε
2}
and minimalnumber of clustersk0. LetCbe given byLemma 5for the input parameterss
,
t. Fixn0≫
MC. SupposethatGis ann-vertex graph,n
≥
n0, with at leastTs,t(α)
n2
edges. We applyLemma 4onGto obtain an
(ε
R,
d)
-reduced graphRwithkclusters,k0≤
k≤
M. We have thate
(
R)
≥
(
Ts,t(α)
−
d−
3ε
1)
k 2
=
Ts,t(α
′)
+
1 5(
Ts,t(α)
−
Ts,t(α
′))
k 2
(4)>
ex
k,
α
′k 2×
K2
.
Therefore,Rcontains at least α2′kindependent edges. These edges correspond to regular pairs inG
which can be tiled almost perfectly with copies ofKs,t, by means ofLemmas 5and7. Elementary
calculations give that in this way we get a tiling of size at least
(
1−
ε)α
n.Consequently we may suppose thatt
>
s. We first define a handful of parameters. Setα
′:=
6−
4ε
6−
3ε
α,
γ
:=
(
1−
ε/
2)α
′,
d:=
2 5(
Ts,t(α)
−
Ts,t(α
′)).
Note thatγ
=
(
1−
2ε/
3)α
.Let
ε
Rbe given byLemma 6for input graphKs,t, densityd/
2 and approximation parameterγ
. We may suppose thatε
Ris sufficiently small such thatγ (
1−
ε
R) > (
1−
ε)α
andε
R<
d/
2. LetCbe givenbyLemma 5for inputs
,
t. Further, letε
′andhbe given byLemma 9for input parametersα
′andε/
4.We may assume that
ε
′< ε
. Setp
:=
t2
4Cε
′
,
q:=
2tε
′
.
LetMbe the upper bound on the number of clusters given byLemma 4for input parametersh(for the minimal number of clusters) and
ε
Rp−q/
2 (for the precision). Letn0>
Mpqbe sufficiently large.Suppose now thatGis a graph withn
>
n0vertices and at leastTs,t(α)
n2
edges. We first apply
Lemma 4toGwith parameters
ε
Rp−q/
2 andh. In this way we obtain an(ε
Rp−q/
2,
d)
-reduced graphRwith at leasthvertices.
Let us now define a sequence of graphsR(i)by settingR(0)
=
Rand lettingR(i)be thep-expansionofR(i−1)
,
i=
1,
2, . . . ,
q. Note thate(
R(i))
≥
Ts,t(α
′)
v( R(i)) 2
for everyi∈ {
0,
1, . . . ,
q}
. LetF(i)be a maximum sizeKs,t-tiling inR(i)fori
=
0,
1, . . . ,
q. We claim that|
F(i)| ≥
min
iε
′v(
R(i))
2t,
1−
ε
2
α
′v(
R(i))
.
(10)To this end it suffices to show that for anyi
≥
1, (C1) if|
F(i−1)|
> (
1−
ε/
4)α
′v(
R(i−1))
, then |F(i)| v(R(i))≥
|F(i−1)| v(R(i−1))−
εα ′ 4 , and (C2) if|
F(i−1)| ≤
(
1−
ε/
4)α
′v(
R(i−1))
, then |F(i)| v(R(i))≥
|F(i−1)| v(R(i−1))+
ε ′ 2t.In the case (C1), according toLemma 5, the retiling ofF(i−1)inR(i)has size at least
|
F(i−1)|
(
p−
C) >
(
1−
ε/
2)α
′v(
R(i))
, thus proving the statement.Consequently we may suppose that we are in case (C2). ApplyLemma 9to the graphR(i−1)and the tilingF(i−1), with parameters
α
′andε/
4.Suppose first that assertion (i) of the lemma holds. ThenR(i−1) contains an F
1-tiling F with |F|
v(R(i−1))
≥
|F (i−1)|v(R(i−1))
+
ε
′. By retilingF, we get aKs,t-tiling inR(i)with size at least|
F|
(
p−
C) >
iε
′v(
R(i))/(
2t),
thus proving the statement.
Suppose now that assertion (ii) ofLemma 9is true. ThenR(i−1)contains anF(i−1)-augmentation
(
E0,
E1)
with|
E0| ≥
ε
′v(
R(i−1))
. Letr=
p/
t. We shall denote byTthet-expansion ofR(i−1)and byT′ther-expansion ofT. Note thatT′is isomorphic toR(i).
Let us build anF2-tiling inTin the following way.
For every edgee
=
(
u, v)
∈
E0withu∈
V(
F(i−1))
we choose an edgee′=
(
u′, v
′)
inT withπ
T(
u′)
=
uandπ
T(v
′)
=
v
. We shall denote byw
ethe vertexu′corresponding tou.For every edgee
=
(
u, v)
∈
E1we choose a setSeoftindependent edges inπ
T−1(
e)
.For everyK
∈
F(i−1)we shall also choose a subgraphK′ofT. We distinguish the following cases. IfKhas no vertex matched byE0orE1, then we letK′
:=
T[
π
T−1(
K)
]
. IfKhas a vertexumatched byE1but no vertex matched byE0, we letK′
:=
T[
π
T−1(
K−
u)
]
. ThenK ′≃
Kst,(t−1)t. Finally, ifKhas a vertex umatched by an edgee
∈
E0and a vertexv
matched by an edge inE1, we letK′:=
T[
π
−1
T
(
K−
v)
]−
w
e.Note that in this last caseK′
≃
Kst−1,(t−1)t.
It is easy to see that
F
:= {
e′:e∈
E0} ∪ {
K′:K∈
F(i−1)} ∪
e∈E1 Se
is anF2-tiling inT. Moreover, we have that |F| v(T)
≥
|F(i−1)| v(R(i−1))+
ε ′ t. So the retiling ofFinT ′has size atleast
|
F|
(
r−
C)
≥
iε
′v(
R(i))/(
2t)
. This proves (C2) and also(10).UsingLemma 3, we may subdivide every cluster corresponding to a vertex ofRintopq
equal-sized parts, by discarding some vertices if necessary. This gives us an
(ε
R,
d/
2)
-reduced graphR′. ByconstructionR′
≃
R(q). By(10), there is aKs,t-tilingFinR′with size at least(
1−
ε/
2)α
′v(
R′)
. LetG′bethe subgraph ofGinduced by the clusters corresponding to the vertices ofR′. By applyingLemma 6to
R′, we see thatG′has aK
s,t-tiling of size at least
γ v(
G′)
≥
γ (
1−
ε
R)v(
G) > (
1−
ε)αv(
G)
, and so doesG.This finishes the proof ofTheorem 2.
Acknowledgments
We would like to thank the anonymous referee for his/her very useful comments.
Most of the work was done while JH was affiliated with TU Munich. JH would like to thank the group of Anusch Taraz for a nice environment. JH was partially supported by the Grant Agency of Charles University, grant GAUK 202-10/258009, and by BAYHOST.
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