A NNALES DE L ’I. H. P., SECTION A
B ERNARD D IU
Statistical inference and distance between states in quantum mechanics
Annales de l’I. H. P., section A, tome 38, n
o2 (1983), p. 167-174
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167
Statistical inference and distance between states in quantum mechanics
Bernard DIU
Laboratoire de Physique Theorique et Hautes
Energies
(*), Paris (**)Vol. XXXVIII, n° 2, 1983, ] Physique theorique.
RESUME. - La notion de distance entre etats
quantiques,
dont uneproposition
recente voulait faire la base d’unpostulat general
pour resoudre laquestion
de 1’inferencestatistique
relative enmecanique quantique,
s’avere mal
adaptee
a ce but : dans une classe de situationssimples (faisant
intervenir des etats «
subjectifs »
ou «objectifs
», et une information« directe » ou « indirecte
»),
Ie nouveaupostulat
donne desreponses
non-uniques
ou incorrectes.ABSTRACT. - The notion of a distance between quantum states, which
was
recently proposed
as the basis for ageneral postulate
to solve the rela-tive statistical inference
question
inquantum mechanics,
is shown to beinadequate
for this purpose : in a class ofsimple
situations(dealing
with«
subjective »
or «objective »
states, and with « direct » or « indirect »information),
the newpostulate
leads either tonon-unique
answers, or to incorrect ones.1. INTRODUCTION
A new
point
of view wasrecently
put forward[1] ] concerning
the ques- tion of relative statistical inference in quantummechanics,
i. e. the pro-(*) Laboratoire associe au C. N. R. S., n° LA 280.
(**) Postal address : Universite Paris VII, Tour 33, 1 er etage, 2, place Jussieu, 75251 Paris Cedex 05, France.
l’Institut Henri Poincaré-Section A-Vol. XXXVIII, 0020-2339/1983/167/$ 5,00;;
(Q Gauthier-Villars
168 B. DIU
blem of
finding
thedensity
operatorW
which describes the system under consideration after a measurement,knowing
the result of the measurement and thedensity
operatorWo
before it wasperformed.
The solution pro-posed
in ref. 1 is based on the use of a distance between quantum states.However,
thecorresponding prescription
wassubsequently
shown[2] ]
to
yield ambiguous
answers in somesimple
situations.The purpose of the
present
note is togeneralize
the results of ref. 2 to otherpossible
choices of the distance betweenquantum
states and to othersimple
situations. The overall conclusion is that the notion of distance isinadequate
for what concerns statistical inference : either it does notlead to a
unique
answer for the finaldensity
operatorW1,
or itgives
awrong one.
After
briefly recalling (section 2)
thepostulate proposed
in ref.1,
wewill
apply
it tosimple problems
in order to test it. Section 3 is concerned with cases of « direct information », describedin §3-~;
it considers first( § 3-b)
twoparticular
definitions for thedistance,
and then( § 3-c)
ageneral
class of
possible
distances. Ananalogous problem
of « indirect information » isanalyzed
in section 4.Finally,
section 5 draws thegeneral
conclusion.2. SUMMARY OF THE NEW PROPOSAL
The
problem
is as follows. The state of aparticular
quantum system is describedby
thedensity
operatorWo .
One thenperforms
a measurement, whichyields
new information. What is thedensity operator W
1incorpo- rating
this informationtogether
with thatalready
contained inThe author of ref. 1
distinguishes,
as is oftendone,
between the «objec-
tive state » of a system, which is characterized
by
itspreparation,
and the«
subjective
state » or « state ofknowledge
», whichrepresents
the best estimation of an observer who does not possesscomplete
information about thepreparation.
He also considers two different ways in which newinformation can be obtained
through
a measurement : either the latter isperformed
on the system itself(«
direct information»),
or it isperformed
on an ensemble of other identical systems,
prepared
in the same way asthe one under
study («
indirectinformation »).
But the solution he proposes isfundamentally
the same in allsituations,
which shouldcertainly
beconsidered a
positive
feature.The
starting point
is to define a distance between states : to eachpair
of states, characterized
by
thedensity
operators W andW’,
one associatesa number
d(W, W’) possessing
the classicalproperties
of a distance :Annales de l’Institut Henri Poincaré-Section A
(A particular
definition is chosen in ref.1,
but theargument
will be gene- ralized to otherdistances).
One then uses this distance as the basis for the solution of the statistical inferenceproblem
summarized above. Let S be the set of alldensity
operators Wcompatible
with the informationbrought by
the measurement. Theproposal
is that the finaldensity
ope- ratorW1
be the member of this set which lies closest to the initialdensity
operator
Wo , according
to the distancepreviously
defined :It is then shown in ref. 1 that this new
postulate,
whenapplied
to a pure initial state and to directinformation, yields
the usual «projection
postu- late » of quantum mechanics as a consequence.3. THE CASE OF DIRECT INFORMATION 3-a. A
simple problem.
Consider a quantum system, whose initial state is described
by
thedensity
operatorWo .
In the presentsection,
we shall for definiteness dealonly
withobjective
states. A measurement isperformed
on the system, the resultbeing
characterizedby
aparticular projector
E onto asubspace
of the Hilbert space of states
[3 ].
The measurement is assumed not to havedestroyed
the system, and we look for thedensity
operatorW1 describing
its state after the measurement.
We now
particularize
to a veryspecial
andsimple situation,
in whichWo
and E aresimultaneously diagonal.
To be more concrete(without loosing
the essential features of theproblem),
we will concentrate on a3-dimensional state space and write
simply
The
density
operators Wcompatible
with the result of the measurement are then of the formVol. XXXVIII, n° 2-1983.
170 B. DIU
Among these,
it is clear(for
instance on the basis of the classical «projec-
tion
postulate »)
that the finaldensity
operatorW
1 is here3-b. Answer based on two
particular
distances.The distance advocated in ref. 1 is that
originally
introducedby
Jauch.Misra and Gibson
[4] (J.
M.G.).
It is shown in ref. 1 to have thesimple expression
where the norm
II !h
isgiven by
the trace[5 ] :
i n being
theeigenvalues
of A. Thesimple problem of ~
3-a wasalready analyzed
in ref. 2using
this distance. Tosummarize,
one finds~ +
and ~, _being
theeigenvalues
of the 2 x 2 matrix w - Wo, where w is definedby (4)
and Woby
These
eigenvalues verify
the relationso that
the minimum
being
attained whenever~, +
and ~, _ are bothpositive.
The same result is found if one
replaces
the JMG distanceby
anotherone, first
proposed by
Gudder[6 ] :
( 12)
where 03A3 is the set of all
possible density
operators associated with thel’Institut Henri Poincaré-Section A
system being
considered. Oneeasily
finds thatdG(W, Wo)
is such thatThe minimum value of
Wo)
thencorresponds
to that of the r. h. s.of
(13),
which is obvious :This minimum value is also reached here
by
alldensity
operators W such that~+
and ~, _ are bothpositive,
due to formula( 10).
Thus,
if oneapplies
thepostulate
of ref. 1 to thesimple problem
of§ 3-a,
with either the Jauch-Misra-Gibson distance or the Gudder
distance,
one obtains a whole
family
ofpossible
finaldensity
operators. As discussed in ref.2,
thisfamily
contains inparticular
thefollowing
one-parameter subset :with
3-c. Answer based on a more
general
class of distances.Suppose
now that we try the sameprescription
with some other dis-tance
d(W, W’).
Let us assumethat,
whenapplied
to apair
ofsimultaneously diagonal density
operatorsthe definition chosen for
d(W, W’) yields
a continuous and differentiable function of the parameters qi,~~.
This function isnecessarily
of the formwhere f(x,
y,z)
is apositive
diffcrentiable function of itspositive
arguments~, y, z such that
Since the
ordering
of the basis vectors has no intrinsicsignificance,fshould
be
symmetric
underinterchange
of its arguments : forinstance,
Vol. XXXVIII, n° 2-1983.
172 B. DIU
Let us for
simplicity
restrict ourinvestigation
to the one-parameter subset(15) (which
the correct answer(5) belongs to).
Due to theinequa-
lities
(15-b),
we findwhich we have to minimize with respect to q :
There are now two
possible
situations. In the first one, the functionf
issuch that
This is the case for the JMG and Gudder
distances,
because the corres-ponding
functionsf
arelinear,
so that their first derivatives are constants.It is also the case
when f is
of the formwhere is a function of a
single
variable t. In suchsituations,
the conclu-sions are
analogous
to those of§ 3-b :
alldensity
operators Wbelonging
to the set
(15)
lie at the same distance fromWo,
so that the newpostulate
cannot
single
outWi
among them.But there exists another class of
possible ~’
functions for which(21)
isnot an
identity
in q. This is for instance the case ifwith a a
positive
constant and n > 1. In suchsituations,
the first derivativesof f satisfy
thefollowing identity,
deducedfrom (19):
Consequently, equation (21 )
writesf ’ being
defined asIt is clear that
equation (26) always
admits the solution i. e.Annales de l’Institut Henri Poincare-Section A
This solution is in
general
different from the correct one(It
coincideswith it
only 0).
Whether or notequation (26)
admitsother solutions
(It
does not in thesimplest
cases, because the argumentsare all
positive),
theprescription
has to berejected
in the present case too.4. THE CASE OF INDIRECT INFORMATION
The
postulate proposed
in ref. 1 leads to the same kind of difficulties also in the case of «subjective
states » and « indirect information ».Consider for instance a system of two
spins 1/2. Suppose
this system hasundergone
a definitepreparation,
about which we have neverthelessno information at all.
If, despite this,
we want to describe the systemby
a
density
operator, we have no other choice than(!
+ -X
forinstance,
is the pure state in which the z-components of thetwo
spins
are +~/2
and -~/2 respectively).
We know that theobjective
state of the system is
probably different,
butWo incorporates
the infor-mation we have in the most unbiassed way.
In order to
improve
this « first guess », it is sometimespossible
to per- form measurements on a collection of other systems identical with theone we want to
study,
andprepared
in the same way; the « indirect infor- mation » weeventually
get from such measurements will then beused, together
with the initial «subjective
state »Wo,
to deduce a « better »density
operatorW1. Imagine
for instance(This
issurely
an idealsituation)
that a measurement of the z-component of the first
spin
on this collection of identical systemsalways yields
+~/2. Knowing
this result and the fact that all fourpossible
pure states areequally probable
inWo,
we will writeNow the
postulate
of ref.1,
whenapplied
to this verysimple situation,
does notsingle
out the result(31).
Even if one considersonly
thediagonal density
operators of the formthose for which
all lie at the same minimal distance from
Wo (if
oneadopts
either the JMG distance or the Gudderdistance).
Vol. XXXVIII, n° 2-1983.
174 B. DIU
5. CONCLUSION
The
postulate proposed
in ref.1,
and based on the consideration of adistance between quantum states, was tested
by applying
it to somesimple problems
of relative statisticalinference,
the new informationbeing provided
either
by
a direct measurement, orby
an indirect one. The results are in allcases
unsatisfactory : depending
on the definition chosen for thedistance,
one finds either a whole
family
ofpossible
answers which thepostulate
does not
distinguish
from oneanother,
or aunique
but incorrect answer.The notion of distance between states cannot then be
accepted
as thebasis for the solution of the statistical inference
problem
in quantum mechanics.REFERENCES
[1] N. HADJISAVVAS, Ann. I. H. P., t. A 35, n° 4, 1982, p. 287, and Thèse, Université de Reims, octobre 1981.
[2] B. DIU, Ann. I.
H. P.,
t. A 37, n° 1, 1982, p. 59.[3] J. VON NEUMANN, Mathematical Foundations of Quantum Mechanics, Princeton Uni-
versity Press, 1955.
[4] J. M. JAUCH, B. MISRA and A. G. GIBSON, Helv. Phys. Acta, t. 41, 1968, p. 513.
[5] R. SCHATTEN, Theory of cross-norm spaces, Princeton University Press, 1950.
[6] S. GUDDER, Comm. Math. Phys., t. 29, 1973, p. 249.
( M anuscrit reçu Ie ll mars 1982)
Annales de Henri Poincare-Section A