VOL.
II
NO. 4(1988)
643-650A NOTE ON
EQUIVALENT
INTERVAL
COVERING
SYSTEMS
FOR HAUSDORFF DIMENSION ON
R
C.D. CUTLER
Department
of Statistics and Actuarial Science Universityof WaterlooWaterloo,Ontario Canada N2L 3G1
(Received September 30,
1987)
ABSTRACT. The Hausdorff dimension ofasetin R isusuallydefined by consideringcountablecoveringsof thesetby generalintervals.
In
thisnote weestablish sufficient conditions under whichcoveringswhose members arerestrictedto aparticularfamily g ofintervalswillproducethesamevalue fordimension. Aresult of Bil-lingsleyisthen employedtoobtaina general techniqueforcomputingthe dimensions ofsetsdefinedbycertain types ofgeneralized expansions.A
specificexampleis included.KEY
WORDSAND
PHRASES. Hausdorffdimension,Vitalicovering,self-similar. 1980AMSSUBJECT
CLASSIICATION. 28A75,28A12.1. INTRODUCrION.
Let s_>0.
The s-outerHausdorff measure ofa set E C_ R isusuallydefinedbyH"(E
lim inf d(lj)o
d(tj)_<
where
lj
is an interval in R and d(lj)
denotes the diameter of lj.It
iseasy tosee that the value of H(E
isunchangedwhenthecoveringsof E are restrictedtolacingclosedintervals.(It
will be convenient for us to consideronlyclosed intervals in Section2.)
It
iswell known that there existsaunique point s0 such thatH(E )=
fors<s
andH(E
)=
0 fors>s
0. Thisvalue s iscalled the Hausdorffdimension of
E
(denoted
bydim(E
)).
generalconditions on interval families which wouldguarantee preservationof thecorrectdimensionvaluefor all sets.
We
address thisproblemin Section2.2.
COVERING RESULTS.
Let
F C_ R be a closed interval.A
collection g of intervals is a Vitalicoveting of F if for each e>0 and each xeF there exists ! eg suchthat x d and d(I)<e.
If an interval collection g is aVitali covetingof F then, for each E C_ F,we candefineHs"(E
and dim(E)
byand dim
(E)
sup{aHs’(E
oo inf{a[Hs(E
0}
where usual Hausdorff dimensiondim(E
results when g istakentobe the collection of all closed intervals.We
automaticallyhavedim(E )<dim
s(E)
for any Vitali coveting g sotodemonstrate equalityweneed only show dim
(E)<dim(E ). A
property of dimension which will be useful in this is the result dim(UEt)= sup
dims(EL)
for any countable collection{EL
We
willcall g a bounded Vitalicoveting of F if, for each xeF,there existsasequence
of intervals from g(which
wewilldenoteby {lj(x)}j
such that(i)
xdj(x)
for each j(ii)
d(l(x))0
d
(t
+(x ))
b
(x)>o.
(iii)
i
d(I
(x))
We
willsaythat aboundedVitali coveringof F is open if, for each xeF,
thesequence {lj
(x)}j
can be chosensothat xd(x
for each j(where
lj(x
denotes the interior ofI
(x)).
Theorem 2.1 deals withopenbounded Vitalicoverings.
THEOREM 2.1.
Let
g be an open bounded Vitali coveting of a closed interval F C_R. Then dims(E)
dim(E
forall E C_F.PROOF.
Let
E CF. ThenwecanwriteE=U
uEi,
=2 =1
where E,m {x
eEI
infd
(I
+l(x ))
d
(I
(x))
>_
1/i
and d(I t(x
))
>_
1/m
}. To provethe theorem it issufficienttoshow
dims(Ei
_< dim(Ei).
LetO<6<l/m
bearbitraryandsuppose {Ft}t isacountable coveting ofEi
byclosed intervals with d(Ft)--<6
for each k. Without loss ofgeneralitywe canassumeFk
CF andFt
flEi
,
#6. For
each k we will show that there exist four intervals from g whichcoverFt
t’lE
,
and whose diameters do not exceedd(Ft).
For
every xeFtflEi,at
there existsl(t)(x
such that d(lj
(k)(x
))>d (Ft)>d
(lj(t)+t(x)).
WritingFt
[at
,bt
then we must have[at
,x]_C/j(t)(x
orIx
,bt]_C/j()(x
).
Without loss ofgeneralitywewill assume there exists at least one xeFt
t’lE,.at forwhich[a
,x]_C./()(x
since theargumentisanalogous when beginningwith the assumption[x
,bt]_C/
()(x).
Let
Xo sup{xeft
f’lEi,at
[at
,x]_C./j
(t)(x)}.
Now
xoFt
_CF
and so there exists k’ such thatd(lt,(Xo))<_i
d(F).
Let
x6-_<Xo be some point in FtClEi,
such that[a
t.xo-]_C/(t)(x0-)
andI
()(x
6- )lql,(x
o)
#6.
Thisispossiblefrom the definition of x and theassumption xodt (x o).
If x>x
xF tqE, then it follows that
[x
,btICIj
(t)(x
and wedefine x inf{xFt
NEi
x,btICIj
(t)(x
)).
We
can then find x+
_>x
with x+Ft
NE,
and k" such that[x
+
,bt]_CIj
(t)(x
+
),
d(It
,,(x 1))_<i
d(Ft)
andIj
(t)(x
+)rqlt,,(x 1)
#-
Thenrt
fqei,,.
c_
lj(t)(x
6-)ult
,(x 0)ult ,,(x
1)UI (t)(x
+
). Now
d
(b
()(x
o-
))
d(6 ()(
o-
))
d(,
()(x:
))
d
(F
--<
d(lj(
t)+l(x0-
))
<-
andsimilarly d(F
_<
i. Thus we obtain[d
(I(t)(x0-
))0
+
d(lt
,(x0))
+
d(It,,(x 1))
+
d(I(t)(x
+
))] _<
4io
d(F
)0.
--1 =1
Hence
weconcludeinI d
(I)o
<
4i inf’
d(F)0.
,
_e, _1e,
,
-!
gF
d teald(t) d(F
ng
0+ weobtainHs(Ei
4iH (E,
,
).
s
sho dim(Ei
dim(E,
,
asrequiredd complettheprfof the theorem.moregeneral u is the follongtheorem in wch the
n
ruirement
isreled.We
11 1a und Vitalicovetingof F completeif for each xF theuence
{I
(x)}
n chensothat when-ever x isanendint
ofly
(x)
(if
atall)
thereests
Ig th d(I)d
(I
(x))
and >0 such that(i)
(x-
1 if x isthelefthandendint
of1
(x)
(t
n
the le ndendint
of F(ii)
(x
+)
I ifx isthefit
dendnt
of1i
(x) (but
notthefighthandendint
of F).
O2.2.
t
F acl inte of R and g ampleteund Vitalicovetingof F.en
dims(E)=dim(E)
forl EF.
PROF.
e
f
foHott
ofcorem
2.1 until diuion of x isrch.d
endint
ofI
,(x 0)
thennomfifion isrr.
However
if x isc
lefthdendint
ofI
,(x0)
wen
to add in the inteal I profided by(i)
in the deflation ofa complete coveting.We
then scltx that
ly
()(x
)I
.
e
ao
mififionmust done in theseof x if x ise
fit
dendint
ofl(,)(x
).
uentlyF
OEi,
n coveredbysix inteals g, none of whete
ex
d(F,).
me
hth
oleorem
2.2arefisbyadeclamo
coveringswch includ ther-ac
inter-valsbut is much more emeive. the next fion we ideratque
lotaingthe dimeion ol r-raints.3. COMPUTING DIMENSION.
In
[2], [3],
and[4]
Billingsleydevelopedatechniqueforcomputingthe dimensions ofsetsdefined intermsog
(t,
())
of r-adicexpansions byconsideringlimitsof the form
n-.oolim
log
X(l.
(x))
where-
isa(suitablychosen)
We
begin by reviewing the nrydefinitionsandresultsfrom[2]
and[4].
Let
11,1_ be astochastic processonaprobability space(X
,r,#)
taking values inacountable, possibly finite,set S.A
subsetof X of the formc(il,i2
in)= {xCX
ill(x)=
il,I2(x)=
i2
In(x)=
in}, where i1,i2in
are members of S, is called an n-cylinder. Assume that each "oo-cylinder" has #-measure zero i.e.#({xX
II1(x)=il,
I2(x)=i2
})=0
for eachsequence
il,i2Let E
beasubset of X.For
each 0<a<1 defineL(E)=
lira infla(ci)
._.o tlq_DE (c,)<
where each
c
isan n-cylinder(for
some n).
With methods similarto thoseused in the case of a-outer Hausdorff measure it can beshown that L isanouter measure on the subsets of X and for each E_CX
there exists a unique point a0,0!:_a0_<l,
suchthatL
(E)
oo fora<a0
while L(E)
0 fora>ao.
Thenumber a0 iscalledthe/-dimension
of E anddenotedbydim,(E
).
This valuegenerally dependson#,
E,
and theunderlyingstochasticprocess
It,12
(since
thecylindersare determinedbytheprocess). It
isnotdifficult to showthat
#(E
)>0
impliesdim,(E
1 andthis fact willprove veryuseful.We
will alsoneed thefollowingresult.THEOREM
3.1. (Billingsley):Let
(X
,’,#)
and 11,12 beasdefined aboveand, for each xX,
letcn
(x)
denote the n-cylinder containing x. That is,cn
(x)
{x’X
[I
t(x
’)
1l(x
In
(x ’)
In
(x)}.
Let
beanotherprobabilitydistribution on(X
whichassignsmeasurezerotoeach oo-cylinder. If
{x
log-(cn(x))
}
E C_ CX
,,-lim
log/(c,,
(x))
0(3.1)
then
dim,(E
0din(E
).
[]Billingsley’s idea wastocompute the /-dimensionof
E
by constructingsome measure.
for which/(E )>0
and(3.1)
holds,thereby obtainingdim(E
0.He
showedhow thistechnique couldbeusedto cal-culatethe usualHausdorffdimension of certain subsets of[0,1]
by identifyingeachpointwith its r-adic expan-sion(r
chosen suitably), thesequence
of r-adicdigits comprising the stochasticprocess and an n-cylinder correspondingto an r-adic intervaloflengthr-.
Since coveringsby r-adic intervalsproduceusualHausdorff dimension, Theorem3.1 can beappliedwith suitable-
and Lebesguemeasure.We
nowextendthis tech-niquetogeneralized expansions.A
generalized expansion of a number in[0,1]
will be defined as follows.For
each n 1,2 letkn
>_2 be anintegerand choose values0<an,l<
<an ._1<1,
setting an,0 0 and an,k, 1. The initial proportions a1, a1.-
determine a division of[0,1]
into the disjoint intervals[a
,
,a 0,1kl-2,
and[311_1,1
].
We
will indicate that a point x in[0,1]
falls into the interval(i
0,1 k1-1)
bythe notation 1l(x
i. 1l(x
will be the first term in theexpansionof x(with
respecttothechoicesan
).
At the second stage eachinterval {x[I
l(x )=i
isdivided into k disjoint subin-tervals determinedbythegiven proportions 32,1 32,k2_I. Thissplits[0,1]
into klk
disjointintervalswhich are most conveniently expressed in the form {x
ll(X )=i,
12(x)=j} for some choice of =0,1k1-1
and j =0,1k2-1.
Lettingdn,,
=an,+l-an, for each n and i, wecan alternatelywrite {x I(x
)=i,
I2(x
)=j {x a1.i+
a2,d,
<_
x<
a,i+
a=,y+ld
1,,(but
including the{x I
l(x
)=i1,12(x
)=iIn
(X)=i,,
{X a1,, -F a2,td1,, --F a3,t d2,,d1,a -I" d- tin ’n
dn
--l,t, d1,,<_
x<
a,i+
a2.,d1. -F d-an
,i.+dn
-t.,. d.i}.
e
uen
1l(x ),
12(x
is the generalizedexmion
of x,tng
valu in the ctable t S{0,1
k.-l[n
1,2 }. Ifr2
isaifive
integerandk.
r, a..i =i/r for each n,then the result is the usual r-adicexmion
of x.(If
x has more than one r-adicexmion
ts
methpr duc theteinatingone.)
We
ll using coveringscom
of inteals lonng to the lltion g of nylindem c(i
i.
)=
{x[I
(x
)=i
I.
(x)=i.
generat
bythe generalizedexnsiom.
(Note
that me nylindem mayemp;
ts
curs ifsomei
S {0,1k-1}.)
orderthat g acompete
und Vitalicovetingof[0,1]
wendtomake the resmicfion:e
diameters of the(nonemp)
nylindems
at acontrledrate. Ifc. (x)
is the nylinder containg theint
x thend
(q
+(.
))
i.
d(c. (x))
=i.
d.
+d. +,(x) b(x )>0.
(3.2)
It
isosytott
(3.2)
impliesthe diameter of ch nylinders
to zero n and forc S toafitet.
We
nowed
tothemn
result.OM3.2.
t
It(x
),
12(x
reprintthegenerizexmion
of x[0,1]
thrt
to achoiofo
a.,i, 1 k.-1, n 1,2 dsu
the rdtinginte collation g ofn-cyHndefisfi
(3.2).
t
definoverthe nyHnde bythe relafiom:(c
(i
,ii. ))
p.(i
,ii.
(3.3)
where
.
(i
i,)1,
p.(i
i.
0 ifone or morei
k,
p.
(i
i.
_,i p._(i
i._)
(comistencycondition),
p(i
1,andlim p.(i
i.)
0.en
een
uquelyto adiffbili
sfionthe relm
Bof[0,1],
d ifE C
/x,[0,1]
Hm
logp.(ll(X)J2(x)
l.(x))
=0
(3.4)
then
m(E
0dim(E
).
(E )>0
thendim(E
0.PROF.
s
H
follow fromeorem
3.1 andeorem
2.2.It
isclrom
thecucfi of the n-cylinde(d
rcfion(3.2))
that the nylinde(n
1,2 generate the reitsof[0,1]
d that(3.3)
definadiffubili
msure thateen
uniquelytoe
relsets. RegardingthegenerzedTheorem 3.2 canfrequentlybeappliedtoCantorsetsbuiltfromgeneralized expmions.
We
say C is a generalized Cantorset if itcanbeexpressedin the form C {x(1 t(x ),/2(x
S"
whereS"
issome subset of the countableproduct
,,Xt{0,1.
k,,-1}.
The simplest case occurs whenS"
,,X-tS"
whereS,,
_C{0,1
k,,-1}
is the set of "allowable" digits at the nth stage. The resultingCantor
set is called "independent" andcan be written as C {xII,,
(x)S,,
for all n}. TheusualCantor
set(minus
acountable collection of"endpoints" corresponding to somenumbers with morethanonetriadicexpansion)isanexample, resulting when k,, 3, a,,.ii/3,
andS,
(0,2}
for all n.We
havethefollowingcorollary.COROLLARY
3.2.Let
C be a generalized independentCantor
set built fromgeneralized expansions whose n-cylinders satisfy(3.2).
Let
s, denotethe size of the set ofallowable digitsS,,
atthent
stage.Suppose
there existsd,
suchthatd,,.i
d,, for eacheS,,.
Ifthelimitlog
(s
s
s
)-t
lira
log
dtd
d.
existsandequals 0(3.5)
then
dim(C
0.PROOF. We
applyTheorem 3.2 with C in the role of E and-
definedby(ss2
s)-t
ifiS
for all j7(c,,
(i
i. ))
0 otherwise.7 correspondstochoosing uniformlyandindependently
among
the allowabledigitsateach stage, tWe
applyTheorem 3.2 tocomputethe Hausdorff dimension of a certaingeneralized "Markov"Cantor
set(i.e.
aCantor
setin which the allowable digitsat the nth stage depend onthedigit chosenat the(n-1)
’
stage).
Whiletechniquesexist intheliteratureforcalculatingthe dimemion of self-similarsets(see
[5], [6],
[7])
by obtainingtheso-called "similarity dimension", thefollowingsetisonlyself-similar in alimitingsense.
(It
can bepartitioned as a countablyinfinite union ofsimilitudes.) For
each n takek
5,
and for n even setd,o=dn=dn,=ct
anddn,t=dn,a=a
(where a>O, a>O
satisfy3a+2a
1)
whilefor n oddsetd,,,t=d,3=#
andd,0=d,2=d,4=b
(where
>0, b>O satisfy2+3b
1.)
We
setSt={1,3},
allowing only "1"or"3"tobeselectedatthe firststage. LettingS, (i)
denote the allowabledigitsatthe nm stage given that "i" is selected at the(n-l)
th stage, we use the rulesS(O)=
{1),
S(1)
{0,2},
S,, (2)
{1,3},
S
(3)
{2,4},
andSn
(4)
{3}. (These
rulescorrespondtothepermissiblemovesin a random walk on{0,1,2,3,4}
with reflecting barriers at 0 and4.)
We
will show the resultingCantor
set C {xII
(x )S
and1 (x)Sn
(In_t(x))
for each n has dimension log1/3
/
logaB.
Construct
a Mar-kovprobabilityrule onthe n-cylinders accordingtothe initial distribution pt(1)
pt(3)
1/2
and transition probabilitiesp(ll0)=l,
p(011)=l/3,
p(211)=2/3,
p(l12)=p(312)=l/2,
p(213)=2/3,
p
(413)
1/3,
p(314)
1,and p(i
J
0 otherwise.(This
gives p2(i ,J
Pt(i
)p (j and, induc-tively, p(i
i
p,,_(i i,_Dp(4,
i,,-D
.)
Theresultingdistribution ./ isclearly supportedonthe set C. Furthermoreit issufficienttocomputethe limit in
(3.4)
over oddintegersandweobtain,forany xC,lim logp2
+(I
t(x
I2 +(x
))
lim1o
2-t3
log
dldl(X)
d2n+t,z,+t(x
loga/3+tACKNOWLEDGEMENI. This research was supported by the Natural Sciences and Engineering Research Council ofCanada.
[]
BESICOVITCH,
A.S. Onexistenceof subsets of finitemeasureofsetsofinfinitemeasure. Indag.Math. 14(1952)
339-344.[2]
BILLINGSLEY, P.
Hausdorff dimension inprobability theory, IllinoisJ.
Math. 4(1960)
187-209.[3]
BILLINGSLEY, P.
ErgodicTheoryandInformation, Krieger(1978).
[4]
BILLINGSLEY,P. Hausdorff dimension inprobability theoryII,
IllinoisJ.Math.5(1961)
291-298.[5]
HUTCHINSON, J.E.
Fractalsandself-similarity, IndianaUniv. Math.J.
30(1981)
713-747.[6]
FALCONER, K.J.
TheHausdorff dimension ofsomefractalsandattractorsofoverlapping construction,J.
Statist. Phys.47(1987)
123-132.