184
Inner
and
Outer
Choquet
integral
representation
桐朋学園 成川 康男 (YasuoNarukawa)
TohoGakuen
1
Introduction
The Choquetintegral is commonly usedasthe integralforanon-additive setfunction,because the Choquetintegral coincides with expectation inprobability theory whenthe setfunctionis probability
measure.
The mostimportantproperties of the Choquet integral arecomonotonic
additivityand monotonieity(forshortwecall$\mathrm{c}.\mathrm{m}.$).
Considering the topology, variousregularities
are
proposedand studied [4, 5, 12, 17, 16,8, 11, 14], especially, [16] propose their regularity in relationto Choquet integral, thatis,a
$\mathrm{c}\mathrm{m}$.functional
on
theclass ofcontinuousfunctionswithcompact support is represented byChoquet integralwithrespecttoan$0$-regular non-additivemeasure.
In this paper,
we
assume
the universal set $X$ tobea
locally compact Hausdorff space.Wesaythat therepresentation using $0$-regular non-additive
measure
defined by thesupremum
ofthe functional is
an
outer representation. On the otherhand, therepresentationthatuses
theinfinimum of thefunctional, that is called an inner representation,
can
be considered. Inthispaper
we
study $\mathrm{i}$-regular non-additivemeasure
andinner representation. We make clarify thedifference between$\mathrm{o}$regularity and
$\mathrm{i}$ regularity
or
between an
outerrepresentationandan
innerrepresentation. Thestructure of this
paper
isasfolows: Insection2wepresentbasicdefinition$\mathrm{s}$and properties without topological assumption of non-additive
measure
and Choquet integralwithrespect to
a
non-additivemeasure as
a preliminaries. In Section 3 weassume
that theuniversal
space
$X$ is locally compactspace.
We define $0$-regular and $\mathrm{i}$-regular non-additivemeasure
and showsome
properties.In section 4, we study the representation of a $\mathrm{c}\mathrm{m}$. functional. We show that the inner
representationis possible, although the method is somewhat differentfrom the outer
one
andtheproofis rather complex. The induced$\mathrm{i}$-regular non-additive
measure
coincides with o-regularone
on
theclassofcompact sets.Insection5,
we
finish withsome
concludingremark.2
Non-additive
measure
and
Choquet
integral
Inthissection,
we
presentsome
basic definition andproperties of non-additivemeasure
theory.$X$denotes theuniversalsetand $B$denotes its 0- algebra. Notopologicalassumption is needed
in thissection.
In this
paper, we
distinguishtheterm“fuzzymeasure
from“non-additivemeasur\"e. Sugeno’$\mathrm{s}$original axioms [15]for
a
fuzzymeasure
hassome
continuity. Onthe otherhand,some
authorsdefine
a
fuzzy measure, thatis monotone setfunction vanishing at 0, and is not assumed any continuity. Inorderto avoidconfusion,in thispaPer,according toDenneberg’s monograph [2],we say it a non-additive
measure.
Definition2,1. A non-additive
measure
$\mu$isan
extendedreal valuedsetfunction,$\mu$:$tB$
$arrow\overline{R^{+}}$
with the followingproperties;
$\mu(\emptyset)=0$,and$\mathrm{j}\mathrm{j}(\mathrm{A})\leq\mu(B)$ whenever$A\subset B$,$A,B\in B$where
$\overline{R^{+}}=[0,\infty]$is thesetof extended
nonnegativereal numbers. In this
paper
weassume
that$\mu$isfinite,thatis,$\mu(X)<\infty$.186
Definition2,2. [1, 2] Let$\mu$beanon-additive
measure
on
(X, B).1. The Choquet integral of
f
$\in M^{+}$ with respectto$\mu$is definedby(C)$ffd \mu=\int_{0}^{\infty}\mu_{f}(r)dr$,
when$\mu f(r)=\mu(\{x|f(x) \geq r\})$.
Definition2.3. [3] Let $f$,$g\in M^{+}$. We say that $f$and$g$ are comonotonic if$f(x)$ $<f(x’)\Rightarrow$
$g(x)$ $\leq g(x’)$ for$x$,$x’\in X$
.
We denote$f\sim g$,when$f$and$g$are
comonotonic.TheChoquet integral of$f\in M$ with respectto anon-additive
measure
has the next basic properties.Theorem2.3. [2] Letf, g$\in M^{+}$.
1. (Monotonicity)
If
f
$\leq g$, then(C)$\int fd\mu\leq(C)\int gd\mu$
2. (Comonotonic additivity)
Iff
$\sim g$, then(C)$) \int(f+g)d\mu=(C)$$I^{fd\mu+}(\backslash c)\prime gd\mu$.
3
Properties of
$\mathrm{i}$-regular
non-additive
measure
In thissection weshow
some
propertiesof0-regularnon-additivemeasure
and$\mathrm{i}$-regularnon-additive
measure.
The properties of$0$-regular non-additivemeasure
are
shownin [6,7, 9, 10, 8,11].
Inthe followingwe
assume
that$X$isa
locally compact Hausdorffspace,
$lB$theclass of Borelsubsets of$X$, $O$theclass ofopensubsetsof$X$and$C$the classofcompact subsets of$X$
.
$C^{+}(X)$denotesthe classof non-negativecontinuousfunctionswithcompact support$\mathrm{a}\mathrm{n}\mathrm{d}C_{1}^{+}(X)$
Definition3.1. Let$\mu$be
a
non-additivemeasure
onthe measurablespace $(X, B)$.
1. $\mu$issaidtobe $0$-continuous frombelowif
$O_{n}\uparrow O\Rightarrow\mu(O_{n})\uparrow\mu(O)$ where$n=1,2,3$,$\cdots$
and both$O_{n}$ and$O$
are
opensets.
2. $\mu$is saidtobe$c$-continuousfromabove if
$C_{n}\downarrow C\Rightarrow\mu(C_{n})\downarrow\mu(C)$ wheren$=1,$2,\cdots and
both$C_{n}$and Carecompactsets.
First,
we
define theregular non-additivemeasures.
Definition3.2. Let$\mu$bea non-additive
measure
on measurable space (X,B). $\mu$ issaidto beinner regular
if
$\mu(B)=\sup\{\mu(C)|C\in C,C\subset B\}$for
allB $\in B$.
Innerregular non-additive
measure
is called$\mathrm{i}-regular$if
$\mu(C)=\inf\{\mu(O)|O\in O, C\subset O\}$for
all$C\in C$.
$\mu$is saidtobeouterregular
if
$\mu(B)=\inf\{\mu(O)|O\in O, O\supset B\}$for
all $B\in B$.
Outer regular non-additive
measure
iscalled$\mathit{0}$-regularif
$\mu(O)=\sup\{\mu(C)|C\in O,C\subset O\}$for
all$O\in O$.The next lemmasfollow fromthedefinition immediately.
Lemma3.3. Let$\mu i$bean
$\mathrm{i}$-regular non-additive
measure
and$\mu_{\mathit{0}}$ beano-regularnon-additivemeasure.
$\mu_{i}(O)=\mu_{\mathit{0}}(O)$for
$0\in O$if
andonlyif
$\mu_{i}(C)=\mu_{\mathit{0}}(C)$for
C$\in C$.
Lemma3.1. Let$\mu_{i}$be an
$\mathrm{i}$-regular non-additive
measure
and$\mu_{\mathit{0}}$bean$0$-regularnon-additivemeasure
such that$\mu_{i}(C)=\mu_{\mathit{0}}(C)$for
C$\in C$. Thenwe
have$\mu_{i}(A)\leq\mu_{\mathit{0}}(A)$for
all A $\in B$.
The next tworesults follow fromthedefinition.
Proposition3.5, [6]Let$\mu$bea o- regularnon-additive
measure.
188
2. ptis$c$-continuous
from
above.RemarkProposition 3.5(2)istrue whennon-additive
measure
are
outer regularnon-additivemeasures.
Wehave thenextlemmafrom the definitionandUlysohn’slemma, although it isstill
open
whetherthe similarcontinuity to the lemma above holds in thecase of$\mathrm{i}$-regular non-additive
measure.
Proposition3.6. Let$\mu$bean
$\mathrm{i}$-regularnon-additivemeasure. For everycompactsetC$\in C$there
existsa sequence $\{O_{n}\}$
of
opensetssuch that$\mu(O_{n})\downarrow\mu(C)$.Inrelationto the Choquetintegral,
we
have the nextpropositions.Proposition3.7. [6]Let$\mu_{1}$ and$\mu_{2}$be$c$-continuous
from
above.Iffor
all$f \in K(C)\int fd\mu_{1}=(C)\int fd\mu_{2}$,then$\mu 1(C)=\mu 2(C)$for
all$C\in C$.Inthe
case
of$\mathrm{i}$-regular,wehave the nextsimilar result.Proposition3.8. Let$\mu$bean
$\mathrm{i}$-regularnon-additive
measure.
Iffor
all$f \in K(C)\int fd\mu_{1}=(C)\int fd\mu_{2}$, then$\mu_{1}(C)=\mu 2(C)$for
all$C\in C$.
ItfollowsfromProposition 3.6that
we
have$\mu_{i}(\{x|f^{n}(x)\geq\alpha\})\downarrow\mu_{i}(\{x|1_{C}(x)\geq\alpha\})$
as
$narrow\infty$for$0<\alpha\leq 1$ and$\mathrm{i}=1,2$.
The nexttheorem isthemain theorem of this chapter. Theorem3,9. Let$\mu_{i}$be
$\mathrm{i}$-regular non-additive measureand
$\mu_{\mathit{0}}$ be$0$-regularnon-additive
mea-sures.
Iffor
all$f \in C^{+}(C)\int fd\mu_{i}=(C)\int fd\mu_{\mathit{0}}$, then2. $\mathrm{t}\mathrm{n}(\mathrm{O})=\mu_{\mathit{0}}(O)$
for
all$C\in O$,3. $\mu_{i}(A)\leq\mu_{\mathit{0}}(A)$
for
all$A$$\in B$.
4
Representation
theorems
The Choquet integral is
a
comonotonicallyadditive and monotonefunctional. Conversely, we considera$\mathrm{c}$.
$\mathrm{m}$.
functionalonthe class ofcontinuousfunctionswithcompact support.Definition4.1. LetIbea real valued
functional
on$C^{+}(X)$.We say that I is comonotonicallyadditive
iff
$f\sim g\Rightarrow I(f+g)=I(f)+I(g)$for
$f,g\in$ $C^{+}(X)$, andthatIismonotoneiff
$f\leq g\Rightarrow I(f)\leq I(g)$for
$f,g\in C^{+}(X)$.$Ifa$
functional
Iis comonotonicallyadditive andmonotone,wesaythat I isa$\mathrm{c}\mathrm{m}$.
functional.
First, wereviewtheouterrepresentation.
Lemma4.2. [
16J
Let Ibe ac.m.functional
on $C^{+}$.
We put$f_{I}(O)= \sup$
{
$I(f)|f\in C_{1}^{+}$,supp(f)\subset O}for
$O\in O$and$\mu_{I}^{o}(B)=\inf\{f_{I}(O)|O\in O, O\supset B\}$
for
$B\in B$. Then$\mu_{I}^{o}$ isanouterregular non-additivemeasure.
Weshallsaythatthis outerregularnon-additive
measure
$\mu_{I}^{o}$isan
outernon-additivemeasure
inducedby
a cm.
functional I.Proposition4.3. [16]Let$\mu_{I}^{o}$beanouternon-additive
measure
inducedbyacm.
functional
I.1.
If
$f\in C_{7}^{+}A\subset\{x|f(x)\geq 1\}$,$andA\in B$, then $\mathrm{I}(\mathrm{g})$ $\leq I(f)$2.
If
C isacompactset, then$\mu l(C)<\infty$.1ao
Therefore
the non-additivemeasure
inducedbya c.m-functional
is o-regular.Fromtheabovelemma,
we
obtainthe following theorem [16].Theorem4.4. (Outerrepresentationtheorem) [16]
Let Ibea$\mathrm{c}\mathrm{m}$.
functional
on$C^{+}$
.
If
$lP_{I}$ isanouterregular non-additivemeasure inducedby$I$, thenwehave$I(f)=(C) \int fd\mu_{I}^{O}$
for
all$f\in C^{+}(X)$.Inthe following,
we
presentsome
preliminary resultsforinnerrepresentation. Theproofsare
in $[16, 6]$.
Let$\mathit{0}_{n,k}=\{x|f(x)>\frac{k-1}{n}\}$
:$CU|k= \{x|f(x)\geq\frac{k}{n}\}$ where$f\in C^{+}$,$k$and$n$is
a
positive integerand $1\leq k\leq n$. Then for all$n$ and $k$, $C_{n,k}$ is acompact set, $O_{n,k}$ is an open set, and $O_{n_{7}k+1}\subset$
$C_{n,k}\subset O_{n,k}\subset supp(f)$. Since$X$isalocallycompact Hausdorffspace,forall$n,k$thereexists
$f_{n,k}\in C_{1}^{+}$ suchthat$f_{n,k}(x)=1$ when$x$ $\in C_{n,k}$and$supp(f_{n,k})\subset \mathit{0}_{n,k}$.
Thefunctions$f_{n,k}$havethe followingproperties.
Lemma4.5.
fl6f
1. Forall positive integer n,k and j such that $1\leq k\leq n$and $1\leq j\leq n$, $f_{n,k}$ and fnj are
comonotonic.
2. Forallpositive integern andk suchthat$1\leq k\leq n$,
$f_{n,1}+f_{n,2}+\cdots+f_{n,k}$and$f_{n,k+1}+f_{n,k+2}+\cdots+f_{n,n}$ arecomonotonic.
Lemma4.6. [16]
Define
$f_{n}\in C_{1}^{+}for$n$=1,2$,\cdots by$f_{n}= \sum_{k=1}^{n}\frac{1}{n}f_{n,k}$.1. thereexists$F\in c_{1}^{+}$which
satisfies
the followingconditions.(a) $0 \leq|f-f_{n}|\leq\frac{1}{n}F$ (b) $x\in$ supp(f) $\Rightarrow F(x)=1$
(c) $f_{n}\sim_{c}F$
for
all$n$2. We have $||f-f_{n}|| \leq\frac{1}{n}$,where
||.||
is the $\sup$norm.3. Suppose that$\frac{k}{n}\leq f(x)<\frac{k+1}{n}$, thenwehave $\frac{k}{n}\leq f_{n}(x)$ $\leq\frac{k+1}{n}$
4. $\lim_{narrow\infty}I(f_{n})=I(f)$
Nowwe
can
proceedtheinnerrepresentation. Thedefinition ofanon-additivemeasure
isa
littlebit different fromouterrepresentation. The proof is obviousfromthe definition.
Lemma4,7. LetIbea$\mathrm{c}\mathrm{m}$.
functional
on$C^{+}$.
Weput$\mu_{I}^{i}(C)=\inf\{I(f)|f\in C_{1}^{+},1_{C}\leq f\}$
for
$C\in C$and$\mu_{I}^{i}(B)=\sup\{\mu_{I}^{i}(C)|C\in C,C\subset B\}$for
$B\in B$. Then$\mu_{I}^{i}$ isaninner regularnon-additivemeasure.
We shall say that the non-additive$\mu_{I}^{i}$ isan innerregular non-additive
measure
inducedby a$\mathrm{c}\mathrm{m}$
.
functional$I$.
Proposition 4.8.
Let $\mu_{I}^{i}$ be an innernon-additive
measure
induced by a$\mathrm{c}\mathrm{m}$.
functional
I. Suppose that$f\in C_{1}^{+},A\supset sup(f)$ , and$A\in I\mathit{3}$
.
Thenwe have$\mu_{I}^{i}(A)\geq I(f)$.Lemma4.9. Let$\mu_{I}^{i}$ beaninnernon-additive
measure
inducedbyac.m.functional
I. Supposethat
f
$\in C_{1)}^{+}O\subset supp(f)$ , andO$\in O$. Thenwe
have$\mu_{I}^{i}(O)\leq I(f)$.
Proposition 4.8. Let$\mu_{I}^{i}$beaninnernon-additive
measure
inducedbya$c.m$.
functional
I. Then$\mu_{J}^{i}$ is$\mathrm{i}$-regulan thatis,$\mu_{I}^{i}(C)=\inf\{\mu_{I}^{i}(O)|O\in O,O\supset C\}$.
Applyingthe abovementioned lemmas
we can prove
theinnerrepresentationtheorem.182
LetIbea $\mathrm{c}\mathrm{m}$
.
functional
on
$C^{+}$.If
$\mu_{I}^{i}$ isan $\mathrm{i}$-regular non-additivemeasure
inducedby$I$,thenwehave
$I(f)=(C) \oint fd\mu_{I}^{i}$
for
all$f\in C_{1}^{+}$.Thenexttheorem followsfromTheorem 3.9, Theorem4,4and Theorem4.11.
Corollary 4.12. Let I bea cm.
functional
on $C^{+}and$$f_{l}$ (resp. $\mu_{I}^{i}$) isan o- regular(resp. an$\mathrm{i}$-regularnon-additivemeasureinducedbyI,
1. $\mu_{I}^{i}(C)=\mu_{I}^{o}(C)$
for
all$C\in C$,2. $\mu_{I}^{i}(O)=\mu_{I}^{o}(O)$
for
all$C\in O$,3. $\mu_{i}(A)\leq\mu_{\mathit{0}}(A)$
for
all$A\in B$.
5
Conclusions
We have studied the properties ofan $i$-regular non-additive
measure
and shown thatan
innerrepresentationis possible. We showedthat an$0$-regularnon-additive
measure
andani-regularnon-additive
measure
induced bya
$\mathrm{c}\mathrm{m}$.
functional takessame
valueon
the class ofcompactsets andtheclass ofopen sets. It willbe future works whetherthey coincides
on
the class of Borel sets andunder what conditionthey coincides iftheyare
notsame on
theclass ofBorelsets.
References
[2] D.Denneberg,(1994)Non Additive Measure andIntegral, Dordorecht:KluwerAcademic Publishers.
[3] C. Dellacherie, (1971) Quelques commentaires sur les prolongements de capacit\’es,
Siminaire de Probabilites 1969/1970, Strasbourg, Lecture Notes inMathematics, 191
(Springer)77- 81,
[4] A.B. Ji, (1997),Fuzzy
measure
onlocally compactspace,
TheJournalof
FuzzyMathe-matics, Vol.5 No4.,
989-995.
[5] J.Li,M.Yasuda,(2004),Lusin’stheorem
on
fuzzymeasure spaces,
Fuzzy setsandsystemsVolume 146,Issue 1,pp.
121-133.
[6] Y.Narukawa, T.Murofushi,M. Sugeno, (2000), Regularfuzzy
measure
andrepresenta-tion ofcomonotonicallyadditivefunctionals, FuzzySets and Systems 112,(2), 177-186,
[7] Y.Narukawa,T.Murofushi,M. Sugeno, (2001),Boundedness and Symmetry of
Comono-tonicallyAdditiveFunctionals, FuzzySetsand Systems 118, (3),
539-545.
[8] Y. Narukawa, T. Murofushi,(2004) Regular Non-additive
measure
and Choquet integral, FuzzySets and Systems,vol. 143, no.3,pp. 487-492.
[9] Y. Narukawa, T. Murofushi and M. Sugeno,(2001), Extension and representation of
comonotonically additivefunctionals,FuzzySets and System s,Vol. 121 no.2pp.
217-226
[10] Y. Narukawaand T. Murofushi (2003),ConditionsforChoquetintegral representationof
the comonotonically additiveand monotonefunctional,J. Math. Anal.Appl. vol. 282,no.
194
[11] Y. Narukawa andT. Murofushi, (2004) Choquet integral with respect to a regular
non-additive measures,Proc. 2004 IEEE Int. Conf. Fuzzy Systems (FUZZ-IEEE 2004),
517-521.
[12] E. Pap, (1995), Regular null additive monotone set functions, Univ. u Novom Sadu Zh.
rad. Prorod.-Mat. Fak set mat 25, 2,
93-101
[13] E.Pap, (1995)Null-Additive SetFunctions,Dordorechet: Kluwer Academic Publishers.
[14] J. Song, J. Li, (2003), Regularity ofnull additive fuzzy
measure
on
metricspaces.
Inter-national Journalof
GeneralSystems, 32(3)271-279.[15] M. Sugeno,(1974) Theory fuzzyintegrals anditsapplications, DoctoralThesis,Tokyo
Institute of Technology.
[16] M. Sugeno, Y. Narukawaand T.Murofushi,(1998), Choquetintegral andfuzzy
measures
on
locallycompactspace,
FuzzySets andSystems, 99 (2) 205-211.[17] J. Wu, C. Wu,(2001) Fuzzy regular