T. Popoviciu, Notes sur les fonctions convexes d’ordre supérieur (IV), Disquisitiones mathematicae et physicae, 1 (1940) no. 2, pp. 162-171 (in French).
Before we deal with the inequalities that we want to establish in this work, it is necessary to summarize some properties of the orthogonal polynomials that we will use later.
A sequence of polynomials in
(1)
Or
is an orthogonal sequence if:
. We can find a linear operation, defined in the field of polynomials, such that
. We have
a)
b),
whatever
It follows that the orthogonal sequence is completely characterized by the moments
and then we have
0
With the help ofwe easily show that the polynomials (1) are completely determined and we can calculate them explicitly. We know, moreover, that the operationis necessarily of the form 2 )
Oris a non-decreasing function in (,).
It can be assumed that only themomentsare given (then only takes a finite number of distinct values). In this case we take inand in,. We then have a finite orthogonal sequence. But, as we can easily see, such a sequence is always the section of an infinite sequence (1).
2. Let (1) be an orthogonal sequence. We know that the zeros of the polynomialare all real and distinct. Two consecutive polynomialsnever have common zeros and the zeros ofseparate those of.
Letthe zeros of the polynomial. Consider the system ofequations
(2),
in the unknowns. We immediately find that theare precisely the zeros of the polynomialand the, which are then determined completely by thefirst equations, are positive numbers. We will say that these numbersare the weights of the polynomial. These weights also enjoy the property that the operation
is an operationcorresponding to the finite orthogonal sequence,. These results are easily obtained by noting that the orthogonality conditiona) gives us,, which precisely express that theare the zeros ofand that system (2) is then compatible in. The positivity of the weights easily results from the fact that these numbers are inversely proportional to the numbers. We can also notice that
done
(3)
because the operationis positive.
00footnotetext:2 ) See H. Hamburger. “Over and over again the discussion of current moment problems”. Math. Ann., 81, 235-319 (1920).
Let us also note that in an orthogonal sequence (1) we can arbitrarily take the polynomialswith the only conditions of reality and separation of their zeros. We can also arbitrarily take the polynomialwith real and distinct zeros and the positive weights of this polynomial. By these data the polynomialsof the sequence (1) are completely determined.
Now consider the polynomialOris a constant. We can easily see that the zerosof this polynomial are all real and distinct. We have the separation properties
The numberis completely determined by the fact thathas any given valueOrany given value. We can also notice that the zeros ofalways separate those of.
The system
(4)
is still compatible inWe still have dinner that numbers. determined by this system, are the weights of the polynomial, These weights are positive regardless of o. Indeed, formula (3) is still applicable. We have
done
where we posed.
It can also be easily shown that we thus obtain all the solutions of the system (4).
3. Let us now return to the convex functions. We will first give an interpretation of the divided differenceof order. We can write
where thedo not depend on the function. If we suppose, the well-known expression, by the quotient of two
determinants, of the divided difference, shows us that the coefficientsare alternately positive and negative, the latter always being positive. On the other hand, these coefficients are, up to a constant factor, determined by the relations
We can therefore state the following properties:
Ifis odd and, we can write
and thenare the zeros andthe weights of the polynomialof the orthogonal sequence, Orare the zeros andthe weights of the polynomial.
Ifesi pair and, we can write
and thenare the zeros andthe weights of a polynomial, OrAndbelong to the orthogonal sequence, determined by the zeros,and the weightspolynomial.
4. Supposeodd and write the inequality
(5)
Orare positive and,.
Let us look for the necessary and sufficient conditions for inequality (5) to be verified for any function, non-concave of order, defined on the points.
Referring to the previous Note 3 ), we see that conditions
(6)
are necessary. It is therefore necessary that thelet the zeros and thethe weights of the polynomialof the orthogonal sequence, determined by the zerosand the weightsof the polynomial.
00footnotetext: 3 ) See note III in Mathematica, 16, 74-86 (1940).
We propose to demonstrate that equalities (6) are also sufficient. We will do this demonstration by induction. The property is true for, because then inequality (5) is an inequality of definition of non-concavity of order. Indeed, the difference between the first and second members is, up to a constant positive factor, a divided difference of order. Let us now show that assuming the property if in the first member of (5) is true there isterms (), it will result true forterms. By hypothesis, if we determine theand theby equalities
(7)
We have
SO
(8)
But, we know that theare distinct and all included betweenAnd. We can therefore determine theand theby equalities
(9)
We then have
(10)
But, (7) and (9) compared with (6) show us that,and then, from (8) and (10), inequality (5) results.
We can therefore state the following property:
Ifare the zeros andthe weights of the polynomialof the orthogonal sequencedetermined by zerosand the weightsof the polynomial, inequality (5) is verified for any non-concape function of odd order, defined on the points.
If, moreover, the function is convex of orderon the pointswe have in (5) the sign.
The last part of the statement is immediately justified.
5. If ; inequality (5) becomes
which is the classical Jensen inequality for ordinary non-concave functions (of order 1) 4 ).
Consider a finite and closed intervaland eithera continuous non-concave function of order, therefore of any odd order.
Let then (1) be an orthogonal sequence chosen so that the zeros of all the polynomialsbe in. For example, we can take the orthogonal sequence corresponding to the operation
(11)
Oris a positive summable function in the interval (). Let us designate byzeros and bythe weights of the polynomial, If we pose
we have inequalities
The sequel
(12)
is therefore non-decreasing. It is, moreover, bounded since
It follows that the sequence (12) is convergent. It is easy to see that in this casehas a perfectly definite meaning and we have
Indeed, it is enough to note that the formula is true for a polynomial and that the operation, defining the sequence (1), extends immediately to the set of continuous functions in ().
For example, if we have (11) we can write
00footnotetext: 4 ) JLWV Jensen. “On complex functions and inequalities between average salts”. Acta Math., 30, 175-193 (1906).
By choosing the function properly), we arrive at various inequalities between the zeros of orthogonal polynomials.
6. Let us now examine the analogous problem for even-order functions. Consider again inequality (5), whereare positive and. For this inequality to be verified for any non-concave function of order, defined on the pointsthe conditions
(12)
are necessary. So, ifis the orthogonal sequence determined by the zerosand the weightsof polynomial, it is necessary that thelet the zeros andthe weights of a polynomial of the form,being a constant. But, apart from (12), there is still a necessary condition. It is necessary, in fact, that we have
(12')
a)
or
b).
Let us first show that these two possibilities can be written in the unique form
(13)
We see, in fact, from (12), that if, we must have. Otherwise we could write
which, according to the remark in No. 2, is impossible.
We now propose to demonstrate that equalities (12) and inequality (13) are also sufficient. We can still proceed by induction. Ifthe property is evident from the results of No. 3. Let us now show that assuming the property to be true if in the first member of (5) there isterms, it will also be true forterms. By hypothesis, if we determine theand theby equalities
And, We have
5 ) For example logis such a function in an interval.
We can then determine theand theso that we have
And.
We immediately see thatand inequality (5) results.
We can therefore state the following property:
Ifare the zeros andthe weights of a polynomialOrbelong to the orthogonal sequencedetermined by zerosand the weightsof the polynomialand whereis a (positive) constant determined so that we have, inequality (5) is verified for any non-concase function of even order, defined on the points.
If, moreover, the function is consex of orderon the pointsand ifOrthe signis valid in (5).
7. We can deduce from inequality (5) integral inequalities by passages to the limit.
Let's supposeodd. Eithera summable and positive function in the finite intervala summable and bounded function inand either. We then have the following property:
Ifis a continuous, non-concased function of orderin the interroom (), we have the inequality
(14)
Orare the zeros andthe weights of the polynomialof the orthogonal sequence, determined by the moments
(15)
00footnotetext: ) More generally it is sufficient thatInAnd.
In the case, we find inequality
well known for non-concave functions of order 1.
Forpair we have an analogous property:
Ifis a continuous, non-concased function of orderin the meantime (), we have inequality (14), whereare the zeros andthe weights of a polynomialin which,are the orthogonal polynomials of degreeof the sequence determined by the moments (15) and o a constant chosen so that.