A NNALES DE L ’I. H. P., SECTION B
H EINRICH V. W EIZSÄCKER
Exchanging the order of taking suprema and countable intersections of σ-algebras
Annales de l’I. H. P., section B, tome 19, n
o1 (1983), p. 91-100
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Exchanging the order of taking suprema and countable intersections of 03C3-algebras
Heinrich V.
WEIZSÄCKER
FB Mathematik der Universitat,
D-6750 Kaiserslautern Ann. Inst. Henri Poincaré,
Vol. XIX, n° 1, 1983, p. 91-100.
Section B : Calcul des Probabilités et Statistique.
SUMMARY. - be
a-algebras
in aprobability
space(Q, P).
We
give
necessary and sufficient conditions for theequality
to hold up to sets of measure 0.
Roughly speaking they
say that the tail behaviour describedby n n
should notdepend
too much on the.?-part.
n=i
RESUME.
Soient ~ ,
des tribus dans un espaceprobabilisé (Q, j~, P).
On donne des conditions necessaires et suffisantes pour
l’égalité
L’idée essentielle de ces conditions est que l’influence de sur le compor-
or’
tement
asymptotique
décrit parj~ ~,~
soit modéré.n= 1
1. INTRODUCTION
Let
(Q,
’P)
be aprobability
space. Let andn (HE
be sub7-algebras
r
of ;~ such that
~1 ~ ~2 ~ ....
Thengenerally
the6-algebra
~ Vn= 1
Annales de l’Institut Henri Poincaré-Section B-Vol. XIX, 0020-2347 1983 91 $ 5.00/
~,CJ~ Gauthier-Villars 91
TC
is
strictly
smallerthan n ff
V~n
even modulo P-nullsets. A numbern= i
of
problems
in differentprobabilistic
situations are related to this fact.Some instances are mentioned at the end of this note. Our aim is to refor- mulate the
phenomenon
in other measure theoretic terms and to contri-bute in this way to a better
under-standing
of such situations. The main idea is that the twocr-algebras
areequal
if andonly
if the tail behaviourx
described does not
depend
too much on the~ -part.
n= 1
2. NOTATION
For a
03C3-algebra B
thesymbol
denotes the set of all real bounded£3-measurable functions on the
underlying
space. Let(Q, j~, P)
be aprobabi- lity
space.If~,
Yf aresub-6-algebras
of $ we write ~ == ~P mod P whenever ~and ~f induce the same sets of
P-equivalence
classes of sets.Suppose ~
and ~ are
sub-6-algebras
of ~ and that is a conditionalprobability
kernel on ~
given iF,
i. e.P~ ( ~ )
is aprobability
measure on % for each wand
Pf(G)
is a version of for each G ~ . We say that G israble if there is a
countably generated sub-a-algebra
of such that~ = ~f mod
P~
for P-almost all co.3. THE RESULT
THEOREM.
- Let(Q, ~, P)
be aprobability
space. Let ~and n (n e ~l)
be
sub-a-algebras
ofj/,
the~n being decreasing
with intersection~~ . Let %°
be agenerating system
as a monotone class. Consider thefollowing
conditions where inc)-e)
we assume a conditionalprobability
kernel on
~1 given
~ to be fixed :b)
For every g in~°
and every 8 > 0 there is a finite dimensional subset ~ of~ b
and auniformly
bounded sequence(hn)
such that for each nAnnales de 1’Institut Henri Poincaré-Section B
93 TAKING SUPREMA AND COUNTABLE INTERSECTIONS OF 6-ALGEBRAS
c)
For every there is some h in(~ ~
such that(In
this case forevery h
in(~ ~
the relation(1)
isequivalent
toe.).
d) ~~
isP~-separable.
e) P~
is trivial on~~
for P-almost every cc~.Then
a)
undb)
areequivalent. If n
isP-separable (e.
g.countably
gene-rated)
for all n, thena)-d)
areequivalent.
If in addition P is trivial on~~
then all five conditions are
equivalent.
Let us illustrate these statements
by
thefollowing elementary (counter-) example.
Example.
-Suppose (~n)~ > ~
i is a sequence ofindependent
nontrivial(e.
g. cointossing)
random variables on(0, ~, P).
Let ~ be thea-algebra generated by
the increments= 03C3{03BEm+1
1 -03BEm : m ~ 1 },
and letn
bethe « future after time
n » : n
=o- { 03BEm : m ~ n }. Then ç
Vrable since for each n n = 1
But
~1
is not ~ V~~-measurable
even outside a P-nullset sincemod P
by Kolmogorov’s
0-1 law. Under the conditional lawPF~ on 1 given
theincrements,
thestarting
valueof 03BE1
has a nontrivialdistribution,
but
according
to(2) given
the increments allother 03BEn
and hence the tail behaviour is in a 1-1correspondence
to thestarting
value Hence theconditional law is also nontrivial on
~~,
i. e.e)
is violated.Further,
fordifferent realizations of the increment process these laws
P~
behavequite differently
on~~
which makes at leastplausible
thatc)
andd )
do not hold.Finally equation (2)
shows also that in therepresentation of ç
1 as aF V
n-measurable
function thedependence
on the iF part variesstrongly
with n. An
approximation E~ " ~n(S 1))
as indicated inb)
wouldcontradict this
variation,
sob)
fails.4. THE PROOF
For the sake of
expository
convenience we assume that Q is aproduct
space X x
Y, considering products
F~ *
rather thansuprema F V *
Vol. XIX, n° 1-1983.
(where
This is aparticular
case of the situation in the theorem but in fact thegeneral
case mayeasily
be deduced to thissituation
viathe measurable
mapping ~ ~
from(~, ~)
to(Q
xS~,
fF O The conditional kernel(P~)
in the theorem may now besubstituted by
a kernel from
(X, ff)
to(Y, satisfying
thegeneralized
Fubiniformula
for
all f in (~ @
whereP~
is the firstmarginal
of P.I. Proof of the
equivalence a)
~b).
oc
1.1. a = b.
Suppose ~ F ~ n
= ff(x) ~
mod P.Fix g in 0
n= 1
and s > 0.
Let g
denote the function(.~, y)
t-~g( y). By decreasing
mar-tingale
convergence we haveChoose no such
that !! E~n() - E~~()~
1~ 2 for
all ?! 7- no- Forn ~
no choose a finitesubalgebra /Fn
of ff suchthat [ hn -
Swhere hn
=E~ n ° ~n( g).
This ispossible by increasing martingale
convergence.s
Similarly
choose a finitesubalgebra
of /F suchthat [ h~ - E~~( g) ~1 2
where
E~~~()
For n > no lethn
be the functionh~. Finally
let Rbe the finite dimensional space
V !Ii’ w . Then
foreach n
we~=1 i
have hn
Ehn( . , y)
for every y EY, ( ~
1 ~.This proves
b)
or rather its substitute in thesetting
of thisproof.
oo
1.2.
b)
=>a).
We want to prove =1
(a)
for everyelement a of
sib.
However once this assertion has beenproved under
oneof the
following assumptions
it mayeasily
be extended to the next, moregeneral
one :a(x, y)
=g( y)
for somea(x, y)
=g( y)
for some Ja(x~ y) =
for somef E
g a E(~
O~l )b ;
aAnnales de l’Institut Henri Poincaré-Section B
95
TAKING SUPREMA AND COUNTABLE INTERSECTIONS OF a-ALGEBRAS
We may therefore assume that
a(x, y)
=g( y)
for some g E~°
and henceby
conditionb)
that for every s > 0 there is a finite dimensionalsubspace £*
of
~ b
and auniformly
bounded sequence _> 1 such that for each n, for all y andFix ~, ~ and
(hn).
Let d be the dimension of R and choose xl, ..., xd in X so that the eva-
luations at these
points
form a basis of the dual of the linear space Let( f 1,
... ,,fd)
be the dual basis of~,
i. e. _ fori, j E ~ 1,
... , d~.
d d
Then
hn( . , Y)
=Y) f
i for every y, i. e.hn
=( f
1 °03C0x)
wherei-1 i-1
y)
=hn(xi, y).
Thesequence hin), being uniformly bounded,
has a03C3(~(P), 1(P))-limit point hi~
which may be chosen tobe { ~, X } ~ ~-
d
measurable. Then for every g E
E(hng)
= i ° hasd
i= 1
03A3 E(hi~(fi 03C0x)g) = E(h~g) as limit
point
wheren
Passing
in(4)
to the limit weconclude ~h~ - En=1 (a) ~1 ~ ~.
Such00
an
h ~
exists for every G > 0. Thisimplies (a)
= com-pleting
theproof.
II. Proof of the
equivalence a)
=>c)
~>c~.
II.1. We need the
following
lemma which is concerned with the ques- tion of whenP~-separability
ishereditary.
Theproof
is anadaption
ofwell known
arguments.
LEMMA. - Let
cg*
be asub-03C3-algebra
of theP-separable 6-algebra 1.
Then for every
generating
system0 of b1
thefollowing
areequivalent i ) ~*
isP’‘-separable.
Vol. XIX, n° 1-1983. 4
ii )
For every there is some k in(~
~+ such that(iii )
For every andevery k
in(~
@~~)b satisfying k = E~ ° (g*( g),
(5)
holds.Proof
- 1.i)
=>iii).
Assume~~
to beP~-separable.
Let.Yf*
c~,~
be
countably generated
such that* = *
modPx
forP1-almost
all x.Let k
E (ff
@~,~)b satisfy k
=E~ ° ~*( g).
Thenfor all
FE,
i. e.whenever H E
~* .
Since iscountably generated
there is apl-nullset
N such thatk(x, .)
= for allx ~ N.
Because of~* _
modPf,
k then satisfies the same relation for instead of 2.
iÜ)
=>ii )
is obvious.3.
ii )
==>i ).
First note that the assertion inii ) easily
carries overto all
by
astraightforward
monotone classargument.
Let~1
be
countably generated
such that ~f = modPx
forall x ~ N 1
whereN 1
is a
pl-nullset.
Fix a countablesubset { hm of b
whichgenerates b
as a monotone class. For each m choose
some km
in(iF
Q~*)~ satisfying k,~(x, . )
= forpI-almost
all x. Then all functionskm(x, ), (m E
x ~X)
are measurable with
respect
to acountably generated sub-03C3-algebra *
since every
product 6-algebra
is the union of itscountably generated sub-product-o’-algebras.
Then = for alland x ~ N2 where N2
is another P1-nullset. If x ~ N1 ~ N2
it follows thatEpX (g)
=for
all g E ~i
and hence all Thus~* _ ~*
modPx
sinceeg*
c~1.
11.2.
If 1
isP-separable
theequivalence
ofc)
andd)
is now obviousin view of the
preceding
lemma.Proof of a)
~c).
-Suppose
that eachn
isP-separable.
Fix g E0.
Let kn
be suchthat kn
=E~ ° ~r=(g)
and define kby kn-
Thenaccording
to the lemma
kn(x, .)
= and henceby decreasing martingale
conver-Annales de l’lnstitut Henri Poincaré-Section B
TAKING SUPREMA AND COUNTABLE INTERSECTIONS OF ð-ALGEBRAS 97
gence
k(x, . )
= forP~-almost
all x.According
to(3) therefore
forevery h E (~ (x)
the two conditionsand
are
equivalent.
-oo
Now if
a) holds,
i. e. =F Q ~~ mod P,
there is some hn= 1
in
(~
Q+ withproperty (6).
Then h satisfies(7)
whichimplies c).
If
conversely c)
holds there is some h E(~
Qsatisfying (7)
and00
hence
(6).
Thus k = En=1 °(g)
coincides P.-a. e. with a Q9 measu-00
rable
function,
i. e. = °( g).
Since this is true for everyg condition
a)
follows via the sameargument
as in thebeginning
ofl.2.III. Proof of
d)
=>e).
III .1. If
e)
holds then~~
isP ~ -separable
sincethen ~~ _ ~ ~, S~ ~
mod
P~
for P-almost all co.III.2.
Suppose
that P is trivial on and that~ _ ~~
modP~
for P-almost all 03C9 where Jf
= 03C3{Hm}
is acountably generated
sub-a-algebra of G~.
Then P is also trivial on i. e. P is concentrated on the atom A =f~l Hm
nf~l
of Yf. Then 1 for P-almostm:P(Hm)= I
"’
0
all CD. These
P~
then are trivial on ~f and hence P-almost all of them also trivial on~~,
i. e.e)
holds. Thiscompletes
theproof
of the theorem.5. RELATED
QUESTIONS
In this section we first
give
references to some situations in which theproblem
under consideration isclosely
related to thequestion
whetherx
~r ~ = mod P for some
specified 6-algebras.
n= 1 -
Vol. XIX, n° 1-1983.
5.1. Natural filtrations.
In
[9] ]
aright
continuous process o is constructed such that~ 1
V mod P whereClearly
this is aproblem
of ourtype
with_ ~ 1.
It is known° n
that
(Xt)
cannot be Markovian. Here is a shortproof
of this factusing
ourtheorem: Consider
~’ = 6 ~ X1 ~.
Since ~’ c we haveOn the other hand
by
the Markovproperty
the conditional distributionsP~
1 andP ~
coincide on~o + . By
theequivalence a)
=>d )
of the theorem wethus have also
5.2. Global Markov
property
of lattice fields.On Q
= ~ 4, 1 ~ ~d
consider the 6-fieldsgenerated by
theprojec-
tions 03C9 ~
03C9|
where A c LetGu
be the convex set of all Gibbs statesassociated with a translation invariant nearest
neighbour potential
U. Itis still unknown whether every extreme
point
Pof U
has theglobal
Markovproperty : for a
hyperplane Ao
in7~d
the field on one of the twocorresponding halfspaces
isindependent
of the behaviour on the otherhalspace, given
The answer is « yes », if and
only
if .The «
only
if » can be seenby
theimplication e)
=>a)
of our theorem.We would like to
point
out that sometimes theglobal
Markovproperty
for non-extreme states can be deduced from thecorresponding
statementfor extreme states,
namely
ifconditionally
on the field is extreme(like
in the 2-dimensional
Ising model).
Forexamples
without theglobal
M. p.of
locally
Markov field with trivial taila-algebra
see[14 ] and [7],
p. 59.Concrete
positive
results are contained in[1 ], [2], [3].
Annales de l’Institut Henri Poincaré-Section B
TAKING SUPREMA AND COUNTABLE INTERSECTIONS OF (7-ALGEBRAS 99
5.3. Generalized Markov fields.
For an open set ~ let
~ (~)
be thea-algebra
on thespace ~ _ ~’
of one dimensional distributions which is
generated by ( ( . , ~p ~ :
~p E~,
supp 03C6 c ó/i
}.
Forarbitrary
C let(C)
be thea-algebra n {
C c
~C, ~
open}.
It is shown in[~] that ~ (( -
oo,0 ])
mod P if P is the
tight probability
on ~’ inducedby
the canonical Gaus-sian
cylindrical
measure of the Sobolev Hilbert space Thisexample
shows that some natural definitions of Markov
property
do not coincide.It corrects some earlier statements
concerning generalized
Markov fields( [5 ],
Theorems 1 and8, [10],
Lemma2).
5.4. The innovation
problem.
Let
(Xt)tET be a
realvalued process with Tsatisfying Xt+ ~ - Xt = a(t, X) + ~t
t(discrete time)
’
or
d X
=a(t, X)dt
+dWt (continuous time)
where for each t the noise
(
«innovation » )
11t resp.dWt
isindependent of cgt
=a { XS : s _ t}
and the functionalX)
ist-measurable.
Even if the tail
held ~ == ~ ~~
is trivial the answer may benegative
tET
to the innovation
problem
i. e. whether X is measurable withrespect
to the 6-field ~generated by
the innovation process. In the case T = Z this is shown e. g.by
astraightforward
modification of ourintroductory example (even
witha(t, X)
=0).
For T =(0, oo)
theproblem
is muchharder,
acorresponding counterexample
has beengiven
in[13 ].
In both cases Xis V
t-measurable
for each t. Similarexamples
had been studiedalready
in
[12 ] for
finite state space Markov chains and for diffusions with T = L~in
[4 ],
p. 72.5.5. The
symmetric problem.
We have not been able to find
satisfactory analoga
to our theoremfor the
question
whether(n ~n)
V(n cgn)
= n(~n
Vcgn)
mod P wherealso is a
decreasing
sequence. Even for finite state space S there areergodic stationary
processes for which both the future and past tailfields are trivial but the two-sided tailfield isequal
to the fulla-algebra
modulo nullsets[11 ].
This cannot
happen
for(even nonstationary)
Markov fields onS~ [15].
5.6. An
example
of thephenomenon
studied in this paper which insome sense is uniform but lives on an infinite measure space is
given
in[8 ].
Vol. XIX, n° 1-1983.
ACKNOWLEDGEMENT
I am
grateful
for useful hints and discussions to thefollowing
friendsand
colleagues :
M.Ershov,
N.Falkner,
H.Follmer,
H.-O.Georgii,
R. Kote-cky,
H.Kunsch,
D.Maharam-Stone,
D.Preiss,
M.Scheutzow,
G.Winkler,
M. Yor.
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[2] H. FÖLLMER, On the global Markov property, L. Streit (ed.): Quantum fields-algebras,
-processes Springer: Wien, 1980.
[3] S. GOLDSTEIN, Remarks on the Global Markov Property. Comm. math. Phys., t. 74, 1980, p. 223-234.
[4] K. ITO and M. NISIO, On stationary solutions of a stochastic differential equation.
J. Math., Kyoto Univ., t. 4, 1964, p. 1-75.
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[7] H. KÜNSCH, Gaussian Markov random fields. J. of the Fac. of Sciences. Univ. of Tokyo, Sec. IA, t. 26, 1979, p. 53-73.
[8] D. MAHARAM, An example on tail fields. In: Measure Theory, Applications to Sto-
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[9] P. A. MEYER et M. YOR, Sur la théorie de la prédiction, et le problème de décompo-
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[10] E. NELSON, Probability theory and Euclidean field theory in G. Velo, A. Wightman (eds.). Lecture Notes in Physics, 25, Springer, Berlin, etc., 1973.
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J. of Math., t. 21, 1975, p. 154-158.
[12] M. ROSENBLATT, Stationary processes as shifts of functions of independent random variables. J. Math. Mech., t. 8, 1959, p. 665-681.
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[14] v. H. WEIZSÄCKER, A simple example concerning the global Markov Property of
lattice random fields. 8th Winter School on Abstract Analysis. Math. Inst. of the Cz. Acad of Sciences, Praha, 1980.
[15] G. WINKLER, The number of phases of inhomogeneous Markov fields with finite
state space on N and Z and their behaviour at infinity. To appear in Math. Nachr.
(Manuscrit reçu le 23 mars 1982J
Annales de l’Institut Henri Poincaré-Section B