BULETINUL SOCIETATII DE STINTE DIN CLUJ (ROMANIA) BULLETIN OF THE SOCIETY OF SCIENCES OF CLUJ (ROMANIEY)
Volume VIII, pp. 572-582.
June 23, 1937.
REMARKS ON THE MAXIMUM OF A DETERMINANT WHOSE ELEMENTS ARE ALL NON-NEGATED
by
Tiberiu Popoviciu
in Cernăuți.
Received February 26, 1937.
1.
—
Eithera determinant with real elements and orderAccording to the well-known theorem of MJ Hadamard we have
so
(1)
Eithera positive definite quadratic form. Considering the linear transformation which brings backto its canonical form, we immediately find that
(2)
Oris the determinant of the form F. Inequality (2) is only a consequence of that of MJ Hadamard. Simple examples
(1) We obtain this formula by multiplying the determinant line by line by any determinant of orderAnd.
More generally,being a positive definite Hermitian form, with determinant, we have
for a determinantwith any real or complex elements.
We show that a suitable choice of the form F allows, in certain cases, to give, by formula (2), a limitation better than that of MJ Hadamard, for the absolute value of the determinant.
2. - In particular, we focus our attention on formula (1). We will assume that thebe alland we will show that we can then lower the factorin the second member of formula (1). We can obviously takefor the demonstrations and our problem can then be stated as follows:
Determine the form F which, under the hypothesis, generally gives the best limitation (2).
We can immediately see that this other problem must be solved:
Determine the quadratic form F , positive definite, of determinant, so that
(3)
be as small as possible.
The functionis convex in the Jensen sense, - we therefore have
,
provided that. We then know that, in the (convex) domain, it can only reach its maximum on the boundary. The function being a fortiori convex with respect to each group of variables, we conclude that
:can only be achieved ifare all equal to 0 or 1. - This maximum is therefore equal to one of thenumbers that we obtain by replacing all the variables in Fby 0 or 1. The value is 0 forand we can therefore leave it aside; the others are then divided intogroups. Thegroup of values ​​is formed by thenumbers that we obtain by giving tovariables the value 1 and to the othersvariables the value 0. The arithmetic mean of the numbers in thegroup is equal to
by agreeing to designate bya summation where the valuesare excluded.
3. - To find the minimum of expression (3) it is sufficient to consider only forms F symmetric with respect to the variables… This property will result from the following lemma:
Lemma. If the quadratic formis positive definite, ifis its determinant and ifis the determinant of the symmetric quadratic form
Or
we :
10. The form G is positive definite.
, equality being possible only if, so if F is symmetric.
The determinantis a function of the coefficients(it is a polynomial in). Suppose that these coefficients vary in such a way that the form remains positive definite and that
The domain of variation of theis then open and obviously limited. On the border of this domainbecomes null. The maximum of. is therefore reached inside and we obtain it by applying the rules of differential calculus. If we denote byminors (with their
00footnotetext:( 2 ) Themust remain positive. We also haveso the domain is well bounded. The boundary obviously corresponds to the forms which are only positive.
signs) of, it is necessary for the maximum that
so that
(5)
It is therefore necessary that the adjoining form and, consequently, that the form itself be symmetrical.
Since the maximum must necessarily exist and since, on the other hand, system (5) has only the single solution G, the properties result 3 ).
Theorem I. If the form F is not symmetrical, we can construct another form for which the number (3) is smaller.
The form G constructed above answers the question. This follows immediately from the facts that (4) is an arithmetic mean, that this expression is the same for the formand that the lemma is proven.
4. - Let us now suppose that(
3) Property 10 of the lemma can also be established directly. We can always writewhere the real numbersare such that the determinant. We then have
the sumbeing extended topermutations of variables. An analogous property holds for positive definite Hermitian forms.
symmetric. We haveand for the form to be positive definite it is necessary that.
Let's consider the numbers
—
We need to determinesuch asbe as small as possible. We have
(6)
and we see immediately thatif ; so we just need to consider the numbers, by designating bythe largest integer included in. If we pose,, formula (6) then shows us thatin the meantime.
It remains to be examinedin the meantime (). Let us designate byderivativescompared to, freed from a factor which is positive in the interval (). We have
and we see thatFor, therefore, for ;
(7).
When, we haveifis even andifis odd, so in the interval,
We easily find that (8) is smaller than the numbers (1)
and so we have the
Theorem II. Ifis positive definite we haveand this minimum is reached for.
5. - Returning to the determinant, we can state the
Theorem III. If all the elements of the determinantare non-negative and at most equal to M, we have
For equality to hold in (9) it is necessary:
. that the equality takes place in (2), which comes from Mr. Hadamard's inequality.
20. that among the elements of a row (or a column)are equal to 1 (to M) and the others are equal to 0.
The conditionis written
which, taking into account the special form of the shapeof the condition, becomes
(10)
( 4 ) If we posein the second member of formula (7) we easily verify that the derivative with respect to aof this expression is positive for. Forodd we still have to verify the inequality, which is immediate.
The first member of (10) is a multiple of, it is therefore necessary thateither of the form. In this case the conditionand equalities (10) are necessary and sufficient for the determinant to be maximizing. For example forwe have the maximizing determinants
which are equal, in absolute value, torespectively.
6. - We can pose the more general problem of seeking the best limitation by assuming that the elementsof the determinant are included between two numbersAnd. We can assume-, without restricting the generality. We can solve this problem by following the same path as above, but it should be noted that the results are, in general, more complicated…
It is still sufficient to consider only formssymmetrical. with respect to the variables. The numbersbecome
Formula (6) becomes
(6')and we still see thatif.
In this case it is necessary to ask,
and we will still have
in the meantime.
The expressionbecomes
and it all depends on the sign of this function ofin the meantime. (). We can write
7.
—
Suppose, in particular, that. We then see thatForand it is now permissible to write the formulas (7) again, which become
(7') : For.
If we pose, we easily verify that the derivative of the second member ofis positive for. The smallest among. the numbers () is therefore
(11)
8.
—
Let us first assume thatis even. We then find thatand the minimum sought is equal to
whose numerical value is (11), so
Theorem IV. If all the elements of the determinant, of even order, are between two positive numbersAnd, with a
For equality to occur, it is necessary
that
2 than among the elements of a row (or column)are equal toAndequal to.
—
The sumis of the form, Oris a positive integer (the caseis obviously to be excluded if). We easily find
So we must have. On the other hand, we can always write the first two lines of a maximizing determinant in
wet form so that we can place a third line verifying the
conditionsAndit is necessary that. We can therefore affirm that for.there are surely no maximizing determinates.
Note. The caseis an exception. In this case the determinantcan be maximizing. It is necessary and sufficient for this that.
9. - The case whereis odd is more interesting. In this caseand the minimum is given by the root of the equation,which is equal to
This minimum is equal to
which is indeed smaller than (12) ( 5 ), so we have
Theorem V. If all elements of the determinantodd order, are between two positive numbersAnd, we.
For equality to take place it is necessary
that
than among the elements of a row (or column)are equal to M and the othersequal to.
In this case the sumis of the formbeing an integer
) In the form
returns to the elementary inequality of Bernoulli.
positive. We easily findand it is therefore necessary thateither of: the form. The result is the same as in the case. Moreover, the fact that a determinant is maximizing does not depend on M and.
Final remark. We wanted to simply show some elementary consequences of formula (2). It would remain to demonstrate the existence of maximizing determinants of any order of the form. Whenis not of this form the maximum ine problem can be solved by formula (2) (at least forand for).
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