A NNALI DELLA
S CUOLA N ORMALE S UPERIORE DI P ISA Classe di Scienze
A. M. B RUCKNER
M. R OSENFELD
A theorem on approximate directional derivatives
Annali della Scuola Normale Superiore di Pisa, Classe di Scienze 3
esérie, tome 22, n
o2 (1968), p. 343-350
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DIRECTIONAL DERIVATIVES by
A. M. BRUCKNER(1)
and M. ROSENFELD1.
Introduction.
Let
f
be a measurable real valued function on the Euclidean n spaceRn. According
to a theorem ofStepanoff [2] (See
also Saks[1,
p.300]) f
is
approximately
differentiable a.e. if andonly
iff
possessesapproximate partial
derivatives a.e..Stepanoff
alsogives
anexample
to show that thecorresponding
statement is false if one deletes the word «approximate >>
fromboth the
hypothesis
and the conclusion. An intermediateproperty
is thatof
having,
at almost everypoint,
directional derivatives in almost every direc- tion. We firstshow, by example
that thisproperty
isstrictly
intermediate if we aredealing
withordinary
derivatives. We thenstudy
the situationfor
approximate
derivativesending
with a theorem which states that if ameasurable function has
approximate partials
a.e., then it has a.e. direc- tional derivatives in a.e. direction.For
simplicity
ofnotation,
we restrict our attention to the case n = 2.The
higher
dimensional cases offer no new difficultiesexcept
notational.2.
Preliminaries.
In this section we state the definitions and indicate the notation we
shall use in the
sequel.
Let 11 be a measurable set in the Euclidean
plane
7 let p =(xo, YO)
be a
poi nt
ofR2,
and let 0 be anangle (given
inradians).
If theweak, strong
and 0-directional densities of M at pexist,
we shall denote themby u (p, M)
andrespectively.
These densities can begiven
Pervennto alla Redazione il 16 Gen. 1968.
(1) This author was supported in part by NSF grant GP 5974.
344
by
the formulae whichfollow, Zx indicating
the characteristic function of the set M.For
simplicity
of notation we shallwrite I A for
theLebesgue
measure of a measurable set A. Whether it is one, two or three dimensional measure we areconsidering
will be clear from the context.3.
Results.
We
begin
with twoexamples
which showthat,
forordinary derivatives,
the existence for almost all
points,
of directional derivatives in almost alldirections,
is intermediate to the existence almosteverywhere
ofpartial
de- rivatives and the existence almosteverywhere
of a total differential.EXAMPLE 1. Let F be a residual subset of the real line such that
= 0.
Let M = F X
F and letf = XM.
For everypoint
psuch that x E cv 1~ and y E co
2~ f
has(vanishing) partial
derivatives at(x? y).
The set of all suchpoints
p has full measure.Thus,
thepartial
de-rivatives of
f
exist a.e. in1~2.
On the other
hand,
we show that at ?topoint
doesf
have directional derivatives in any direction different from that of the coordinate axes. To showthis,
we show that any linesegment
L notparallel
to a coordinate axiscontains points
of M as well aspoints
of That L containspoints
of M follows from the fact that F is dense on the real line. Now suppose L is
parametrized by
theequations
x(t)
= at+
c, y(t)
= bt+
d where aand b are non-zero real numbers and t ranges over the interval
[U, 1~.
Wewish to show that there exists
t1,
1U ~ t~ c ~
such that andbt1+
d E F. This isequivalent
toshowing
that thesets -
a(F‘-c) and -(F-d)
bhave a
point
in common in the intervals[0, 1].
But each of these sets is re-sidual on the real
line,
so the same is true of their intersection. Thusf
doesnot possess a derivative
along
L at anypoint
of .L.EXAMPLE 2. Let M be any dense denumerable subset of
R2 possessing
no more than two
points
on any line and let It is clear thatf
pos-sesses directional derivatives in all directions at every
point
not in M but thatf
possesses a totaldifferential
nowhere.The main result of this article is Theorem
2, below,
a resultwhich depends heavily
on Theorem1,
which is a sort ofLebesgue density
theoremfor directional densities.
THEOREM 1. Let M be a measurable subset
of R2. Then for
almost everypoint
p EM, do ( p, M)
= 1for
almost every 9.PROOF. Assume first that M is closed. Let
9N
= M x[0, 2~).
LetCD
== (( p, 0)
Edo ( p, M) == 1).
Webegin by showing
that(D
is measurable.For each
pair
ofpositive integers (n, k),
letThen To show that
T)
ismeasurable,
it suffices to show that for each.n and k,
the setQnk
is closed. Thus let be a se-quence of
points
inconverging
to apoint (xo,
yo,I 90),
Let b1
kand,
for
each j
=0, 1, 2,... ,
letSince y;,
Oj)
EQ,,k
foreach ,
We showNow if r E
f
forinfinitely many j,
say, r EMjm’
m =1, 2,
...then (xo -~- r
cos9~,
is in the closure of the set+ r
cos9jm’ Yjtn + r
sin8~~~).
Since M isclosed,
we infer(xo +
r cos+
+ r
sin00)
EM,
so r EMo. Therefore M0
n from which it follows that 8J>STherefore
(.xo,
yo,90)
EQnk
and is closed ThereforeCj)
is measurable.346
Now fix
0,
0 ~ 0 2a. For almost allp E M, de ( p, M)
= 1.Thus.
forevery
0,
the 9 - section ofCD
has zero(two dimensional)
measure.Since
and 9D
aremeasurable,
it follows from Fubini’s Theorem thati 9N - Q =
0.Employing
Fubini’s Theoremagain,
we see that for almost every p E3f,
thep-section
ofT)
has(one dimensional)
measure zero.That
is,
for almost every p, thepoint ( p, 0)
is in(D
for almost every 0 in[0, 2~).
This means that for almost every p,de ( p, M)
= 1 for almost every 0.It remains to prove the theorem for AT an
arbitrary
measurable set. Let00
{Fk}
be a sequence of closed sets contained in M suchthat
C’0 k=lU Fk =
0.For
each k,
there exists a setZk c Fk
suchthat =
0 andif p E Fk N Zk,
then for almost every
0, de ( p, Fk)
= 1. For such a p and9, dg (p, M)
== 1.00 00
Thus, U Fk) U U Zk, d0 ( p,M) =1
for almost all 0.k=1
This
completes
theproof
of the theorem.Comparing
Theorem 1 with theLebesgue Density Theorem,
we see thatif M is
measurable,
then almost everypoint
of M is both apoint
of two dimensionaldensity
of M and apoint
of directionaldensity
in almost every direction. Neither of these twoconditions, however, implies
the other at individualpoints
as thefollowing examples
show.EXAMPLE 3. Let
M, = ~(x, y) :
0 yX21
and let M = R2 It is easy toverify
thatde (p, M)
=== 1 for all 0 whilea (p, M)
does not exist. Infact,
the lowerstrong density
of 1~ at p is zero.EXAMPLE 4. We
give
anexample
of a set A[ and apoint
p siich thato
( p, M)
= 0 whiledg (p, M)
does not exist for any 0. If N =R2
C’0 M then whiledo (p, N)
exists for no 0.Let sk =1+ 1
2+
...+ I
k for eachinteger
k. Consider thefollowing
sequence of sets:
where n2
is chosen solarge
thatI A 21 ]
is less thanWe continue in this manner
obtaining
a sequence of sets such that for eachwhere nk
is chosen solarge
thatnk ~
nk-i andFor
00
a smallpositive
number define IChoose a sequence
(0k)
such that0 and k cos
Ok
sinOk
--~ oo. LetBk
=((r
cos0, r
sin8~ :
0 EG’9k
and( r
cos0, r
sin0)
EA k ),
3f be the union of the setsBk
and subsets of thecoordinate axes with no linear
density
at(0, 0)
andlet p
be theorigin.
Then it is easy to see that does not exist for any 9. We
verify
that o( p,
= 0. Let R be arectangle
with one corner at p and theopposite
one at(x, y). By symmetry
we may assume(x, y)
is in the firstquadrant.
Let k be the smallestinteger in ij : 0)
and let n = nk.Then - Since 1~ contains a
point (r
cos0, r
sin0)
suchthat
and since k --> oo as the diameter of R tends to zero,
REMARK.
Example
3 showed that it ispossible
to havefor all 0 without
having a ( p,
= 1.However,
therelation d0 ( p, M)
= 1for almost all 0 does
imply
theequality
This result followsreadily
from the Schwarzinequality.
Infact,
348
Therefore
Now,
ifde ( p, M) = 0
for almost all0,
then theexpression
in bracketsapproaches
the value 0 almosteverywhere
as h -~ 0. It follows from theLebesgue
bounded convergence theoremthat,
as h -~0,
the last mentioneddouble
integral approaches
0 with h. We have shown thatif p
is apoint
of directional
dispersion
for M for almost all0,
it is also apoint
of weakdispersion.
for M.By considering complements,
the desired result follows.Example
1 above showed us that the existence almosteverywhere
ofpartial
derivatives does notimply
the existence almosteverywhere
of any of the directional derivatives. Forapproximate differentiation,
the situation is different.THEOREM 2. Let
f be
1neasurable onR2. If
theapproxiinate partial
de-rivatives exist almost then
for
almost all p ER2,
theapproximate
directional derivatives exist
for
almost all directions.PROOF. Let M be the set of
points
for which it is not the case thatf’
possessesapproximate
directional derivatives in almost all directions. Weshow M I = 0. Suppose, then,
that M haspositive
outer measure c. Accor-ding
to a theorem ofWhitney [3],
there exists acontinuously
differentiablefunction g
which agrees withf except
on a set r~’ of measure less than ~.The set has
positive
outer measure.By
Theorem1,
for almost everypoint
in( p, S)
= 1 for almost every 0. Thus there is such apoint Now g
has a directional derivative for every direction 0 at p. This directional derivative is theapproximate
directional derivative off
at p for any direction 0 forwhich de ( p,
oo =1 ;
thatis,
for almostevery 0.
But
this means p ElVl,
a contradiction.- REMARKS : It is not difficult to
verify
that the converse to Theorem 2is valid.
Thus,
thefollowing
four conditions areequivalent
for afunction f’
measurable in R?.
1.
f
possessesapproximate partial
derivatives a. e.2. For almost all
points, f
possessesapproximate
directional deriva- tives in almost all directions.3.
(Stepanoff) f
has anapproximate
differential a. e.4.
(Whitney)
For every E >0,
there exists a set M whosecomple -
ment has measure less than s and a
continuously
differentiablefunction g
such that
f
and g agree on M.Furthermore,
if wedrop
the term «approximate >>
wherever it appears, theonly
validimplications
among the four modified conditions are indicated in the chart belowThe
only counterexample remaining
is 2 -~--~ 1.EXAMPLE 5. Let 1~’ be a residual subset of the real numbers .R1 such
that I F =
o. Let 8 = F ’Then S I =
0. We shall construct a sub- set lll of S with theproperties
that M intersects every horizontal line L ina set dense in
L,
while intersects every other line in at most twopoints.
The characteristic function of .J.7J;1 has the desiredproperties.
LetS (y : r, s)
=y) : ;
x81
where y, r and s are real numbers. This fa-mily
has thecardinality
of the continuum. Let Q be the first ordinalequi-
valent to the continuum and let the
family (S (y : r, 8))
be well orderedby
.Q:~’~ , ,~2 s ... Assuming
we have for allsuch that no three of the
points
in thefamily
are collinear(except possibly
collinear on a horizontalline),
choosePP
ESo
f1 S such thatthis
property
holds now for thefamily ( pa : a ~ ~3~.
That this ispossible
follows from the fact that
8p
n ~S hascardinality
of the continuum while the number of linesalready
chosen hascardinality
less than that of the continuum. The set a01
has the desiredproperties.
350
REFERENCES
[1]
S SAKS, Theory of the Integral, Monografie Matematyczne 7, Warszawa - Lwow, 1937.[2]
W. STEPANOFF, Sur les conditions de l’existence de la differentielle tolale, Rec. Math. Soc.Math. Moscow (Mat Sb.) 32 (1925) 511-526.
[3]
H. WHITNEY, On totally differentiable and smooth functions, Pac. J. Math. 1 (1951) 143-159.University of Califoroia,
Santa