1. Introduction
Convex functions play a fundamental role in various areas of mathematical sciences today, primarily due to their properties that guarantee existence, uniqueness and the ease of finding solutions in optimization problems. For example, in optimization (Mathematical Programming), convex functions are probably most crucial. In analysis and geometry, convexity is a property that connects concepts of analysis and geometry. Epigraph: A function is convex if and only if its epigraph (the set of points on or above its graph) is a convex set. This provides a powerful geometric interpretation. Derivatives and Criteria: For doubly differentiable functions, convexity is characterized by a nonnegative second derivative (or Hessian matrix in multiple dimensions). This facilitates its identification and analytical handling. Classical Inequalities: Convex functions are the basis of important inequalities, such as Jensen’s inequality, which relates the value of a function to the expectation of a random variable and is fundamental in probability and information theory. Moreover, the uses of convex functions have become widespread in interdisciplinary applications: Data Science and Machine Learning, Economics and Finance, Engineering and Signal Processing, among others, are very fertile fields where the different notions of convexity have proven their worth. In short, convexity is a structural property that, when present, transforms mathematical problems that could be intractable into well-defined and efficiently solvable problems, making it an indispensable tool in modern applied mathematics. We add to the above the Hermite–Hadamard inequality, one of the most fundamental and elegant integral inequalities in the field of analysis, since it provides an upper and lower bound on the integral mean value of a function, based solely on the property of the convexity of that function. Today, this inequality is the focus of the attention of numerous researchers, both pure and applied, for four main reasons: using new notions of convexity; using different points on the interval, not just the endpoints; using new integral operators; and defining functionals that allow establishing new bounds.
Thus, this work focuses on two of the most dynamic topics in mathematical research today: convexity and Hermite–Hadamard inequalities.
2. Preliminaries
In [
1], the following definitions were introduced.
Definition 1. Let be a non-negative function, such that , and let . The function is called modified and -convex of the first type on I if it satisfiesfor all and , where and . Definition 2. Let be a non-negative function, such that , and let . The function is called modified and -convex of the second type on I if it satisfiesfor all and , where and . Remark 1. Definitions 1 and 2 enable us to define the set where , as the set of modified -convex functions. Here are some convexity classes—special cases described by the triple :
- 1.
and ; we have, respectively, the increasing starshaped classic convex on I and s-starshaped functions [2]. - 2.
; then ψ is s-convex (see [3,4]), and for , it is extended and s-convex on I (see [5]). - 3.
with ; then ψ is an s--convex function on I [6]. If , we have an -convex function on I [7], but if , we have an -convex function on I [8,9], and lastly, if , we have an -convex function on I [10]. - 4.
; then ψ is a variant of an -convex function on I [11].
The weighted integral operators, which underpin our analysis, are presented next [
1,
12].
Adding a particular weight function to the definition of an integral operator is a new and general way to define an integral operator and start the process of generalizing a known result. This may be performed as follows:
Definition 3. Let and let be a continuous, positive function, whose first derivative is integrable in . The weighted fractional integral operators are introduced as follows (right and left, respectively): Remark 2. The inclusion of the first derivative of the weight function arises from the inherent nature of the problem. Alternatively, the second derivative or a higher order derivative, can also be considered.
Remark 3. We examine particular examples of the weight function to better demonstrate the scope of Definition 3:
- (a)
Setting recovers the classical Riemann integral.
- (b)
Choosing leads to the Riemann–Liouville fractional integral.
- (c)
By selecting appropriate weight functions, , various fractional integral operators can be derived, such as the k-Riemann–Liouville integrals [13]; right-sided fractional integrals of a function, , relative to another function, , on [14]; and integral operators introduced in [15,16,17,18]. - (d)
Additional well-known integral operators, fractional or otherwise, can be retrieved as particular cases of the above formulation. Interested readers may consult [19,20].
The Caputo–Fabrizio definition’s main basic feature can be explained (cf. [
21]) with
:
where
is a normalization function, such that
.
Caputo’s fractional derivative is well known, given by the following expression [
22]:
The idea comes from replacing the singular kernel
in the Caputo fractional derivative, given in Formula (
7), with the kernel
.
In the paper [
23], the same authors proposed a more complete study of the operator (
7) by presenting the definition of the adapted fractional integral operator
, when
.
As one can notice, this definition shows a significant resemblance to the classical Riemann–Liouville fractional integral, as given by
In this work, we present some variants of the well-known Hermite–Hadamard inequality in the context of -convex functions of the second kind using weighted integral operators. Our results include several well-known cases from the literature.
Definition 4. Let . The Riemann–Liouville integrals and of the order are defined aswhere is the Gamma function. Throughout this work, will be understood as the set of natural numbers () and will denote the set of real numbers.
3. Generalizations
Theorem 1. Let be a differentiable mapping on , with .
Let be a continuous and positive function with first derivative integrable on . Suppose that is modified and -convex of the second type and ; then it is true thatwhere , , , and . Proof. By means of the
-convexity of
with
, we have
for
.
Substituting
and
in (
11), we get
Multiplying both sides of (
12) by
and integrating over
, we obtain
Rewriting the integrals, we find that
From (
13), (
14) and (
15), it follows that
Again employing the
-convexity of
, we obtain
By combining (
13)–(
18), we arrive at (
10). □
Remark 4. Setting , , and , we recover the classical Hermite–Hadamard inequality.
Remark 5. Considering s, m, r and as in Remark 4, but with , we obtain Theorem 2 of [24]. Remark 6. Letting , , and , we have Utilizing Definition 4 in (19), we find Multiplying the three terms by in (20), we complete of [25]. Remark 7. Under the same assumptions as before, but with , we complete Theorem 2.1 of [26]. Remark 8. Maintaining the previous assumptions, but considering , we derive Theorem 3 of [27]. Remark 9. Under the conditions of Remark 4, but with , where , we retrieve Theorem 3.1 of [28]. Remark 10. Substituting , , and in the previous result leads to the following inequality for the Riemann–Liouville fractional integral (this refers to Theorem 2 in [24]): Remark 11. Theorem 5 in [29] (also see Theorem 1 in [30]), which is based on k-Riemann–Liouville fractional integrals, can be obtained from Theorem 1 by setting , , and . The above results form the foundation for deriving other inequalities by using different types of integral operators, as demonstrated in the following remark.
Remark 12. We consider s-convex functions (; ; ); by putting in (10) and choosing , we obtaintaking into account Using the last two results, we can easily derive Theorem 2.1 of [31]. If, additionally, , from the above we can derive Theorem 2 of [32]. Theorem 2. Let us have , w, r, and as in Theorem 1. If , then Proof. Let us consider
Integrating
by parts, we get
Making a change in the variables
in (
23), we find that
Analogously for
, we can prove
From (
22), (
24) and (
25), we have
By multiplying both sides of (
26) by
, we obtain the desired result. □
Remark 13. Using convex functions, and , in this way, Theorem 2 becomes the following lemma:
Lemma 1. Let g be a real-valued function defined on and differentiable on . If , then the following equality holds:which is Lemma 2.1 of [33], one of the most important results in the Theory of Integral Inequalities. Remark 14. Establishing and , Lemma 2.1 of [29] is derived for . Theorem 3. Let , w, r, and be defined as before. Suppose that is modified and -convex of the second type; the following inequality holds:where Proof. By using Lemma (2) and the
-convexity of
, we have
The proof is finished. □
Remark 15. Assuming the same conditions as in Remark 13 and invoking Lemma 1, we recover Theorem 2.2 of [33]. Remark 16. Under the same assumptions of Remark 14, we retrieve Theorem 6 of [29]. Theorem 4. Let , w, n, and be defined as before. Suppose that is modified and -convex of the second type and ; then it is true thatwhere Proof. By means of the
-convexity of
with
, we have
for
.
Substituting
and
in (
27), we get
Multiplying both sides of (
12) by
and integrating over
, we obtain
Rewriting the integrals, we find
From (
13), (
14) and (
15), it follows that
Again employing again the
-convexity of
, we get
By combining (
29)–(
36), we arrive at (
28). □
Remark 17. Specializing to the case where is convex, and , we yield the celebrated Hermite–Hadamard inequality.
Remark 18. Considering , we obtain a new result for modified -convex functions of the second type.
Remark 19. If is a convex function and , by setting with , we derive Expression of Theorem 2 (see [24]). Indeed, applying Theorem 4, we obtain According to Definition 3, we have Given that is well defined for , it follows that From Definition 4, we conclude that Remark 20. With , , and , the previous result simplifies to Theorem 4 in [34]. For s-convex functions, using and , we recover Theorem 2.1 from [25]. Additionally, Theorem 3 in [27], for , provides further results. In this work, Theorem 5 for m-convex functions is also established under similar conditions and can be easily derived. Remark 21. By assigning and in (28), which corresponds to working with convex functions and choosing , the left-hand side yields Adding the term on both sides of (37) and considering that , we obtain A similar approach applied to the right-hand side of (28) gives Multiplying both sides by , adding and rearranging terms, we arrive at By combining (38) and (39), we obtain a relation that closely resembles Theorem 6 in [35]. Moreover, setting in this expression yields a result comparable to Proposition 2.1 in [36]. Remark 22. Theorem 7 of [29] can be established by taking , and . Lemma 2. Let , w, n, and be defined as before. If , then Proof. By integrating
by parts and making a change in the variables
, we have, after some computations,
Analogously for
, we get
From (
42) and (
43), (2) follows. □
Remark 23. By setting and with , Lemma 3 is derived from [34]. Remark 24. Lemma 3.1 in [29] may be derived by setting , and . Remark 25. By adopting a strategy similar to that utilized in Lemma 2, we establish a comparable result concerning the midpoint of the interval.
Lemma 3. Let be a real-valued function defined on a closed real interval, , differentiable on , and is an integrable function on . If , then the following equality holds:for . Below we present some remarks that show the breadth and generality of (
44).
Remark 26. By setting and , we recover Lemma 2.1 of [37]. A similar result can be obtained very easily for the k-Riemann–Liouville integral of [13]. Remark 27. Letting and , we find a new result in the framework of the Riemann integral: Remark 28. Considering to be a linear function, but different for and , and , we getwhere Given thatwe retrieve Lemma 2.1 of [38]. Remark 29. Readers will have no difficulty in proving, in a similar manner, the following result.
Lemma 4. Let be a real function defined on some closed real interval , differentiable on , and is an integrable function on . If , then we find the following equality:for . This result completes Lemma 2.1 of [37]. Of course, remarks, similar to those presented above, can be derived. Theorem 5. Let , w, n, and be defined as before. If is modified and -convex of the second type, then it is true thatwhere is the left-hand side of (2), and . Proof. From Lemma 2, by employing the properties of the modulus, we obtain
Utilizing the convexity property of
, we get
and
Summing the last two inequalities, we have
Taking into account the accepted notations, we obtain (5). The proof is completed. □
Remark 30. If we consider the usual class of convex functions and , then from Theorem 5, we obtainHere, if we take , then we obtain Theorem 2.2 from [39] and Theorem 5 from [34]. If we choose , then we have Theorem 2.2 in [33], and if , then we obtain the inequality from [40] (remark of Theorem 1, for ). Remark 31. By adopting a strategy similar to that utilized in Theorem 5 and by employing Lemma 3, we establish a comparable result concerning the midpoint of the interval.
Theorem 6. Let be a differentiable function on , such that . If is modified and -convex of the second type and , then the following inequality holds:where Corollary 1. Under the assumptions of Theorem 6, we have the following:
- 1.
If we choose , then we derive the following inequality: and are as before.
- 2.
- 3.
If we take , and , we obtain the following inequality, new for the Riemann integral: - 4.
Putting , , readers will have no difficulty in obtaining a new inequality for the Riemann–Liouville integral.
Remark 32. The generality of this result can be easily verified since, for different notions of convexity contained in our Definition 2, with different values of r and for different kernels, , new results can be derived under the conditions from Theorem 6.
Theorem 7. Let us have and n as in Theorem 9. Suppose that is modified and -convex of the second type and ; then the inequality below is satisfied:where , is the right-hand side of Equation (2), , and . Proof. By adapting the approach used in Theorem 9 but by employing Hölder’s inequality instead, we arrive at
Therefore, the desired result has been established. □
Remark 33. If and is convex, we obtain the inequality of Theorem 6 presented in [34]: Remark 34. If , and is convex, we obtain an inequality similar to Theorem 2.3 presented in [39]: Remark 35. Utilizing a procedure parallel to that applied in Theorem 7 and invoking Lemma 3, we obtain an equivalent statement pertaining to the midpoint of the interval:
Theorem 8. Let be a differentiable function on such that If is modified and -convex of the second type and , then it is true thatwith , , and defined as before. Corollary 2. Under the assumptions of Theorem 8, we have the following:
- 1.
Choosing , then we obtain the following inequality: - 2.
- 3.
Bearing in mind Corollary 1, items 3 and 4, we can derive new inequalities for Riemann and Riemann–Liouville integrals, respectively.
Theorem 9. Let , n, and be as in Lemma 2. Suppose that is modified and -convex of the second type and ; then the following result emerges:where , and is defined as before. Proof. Employing Lemma 2, the triangle inequality, the Power Mean inequality and Definition 2 for
, we obtain
Hence, the proof is finished. □
Remark 36. Theorem 8 in [29] follows as a consequence when the parameters m, s and n and the function are selected as in Remark 24. Remark 37. In light of Theorem 9 and Lemma 2, we similarly obtain a result for the midpoint of the interval:
Theorem 10. Let be a differentiable function on , such that If is modified and -convex of the second type with and , then it is true thatwhere and are defined above in Theorem 6. Theorem 11. Let , n, p, q, , and be as defined in the preceding result. Suppose that is modified and -convex of the second type and ; then it is true thatwhere . Proof. Following a similar line of reasoning as in Theorem 9 but replacing the key inequality with that of Young, we get
This concludes the proof. □
Remark 38. If we consider the usual class of convex functions and , then from (48), we obtain Here, if we take , then we get Remark 39. By building upon the method employed in Theorem 7 and drawing on Lemma 2, we derive a parallel result concerning the midpoint of the interval.
Theorem 12. Let be a differentiable function on such that If is modified and -convex of the second type with and , thenholds, where and are defined above in Theorem 8. Remark 40. Remark 32 remains valid in these results.
Remark 41. Readers will have no difficulty in formulating the corresponding corollaries to Theorems 10 and 11.
4. Conclusions
This work focuses on the generalization and extension of existing results related to integral inequalities. The main results and contributions are Theorem 1 and Theorem 2, which establish new inequalities for -convex functions of second type using weighted integral operators. It also provides remarks showing how these new results generalize or connect with existing theorems in the literature by establishing specific parameters for s, m, and h and the weighting function .
In essence, we consider this work to contribute significantly to the theory of convex functions by providing a more generalized and flexible framework for Hermite–Hadamard-type inequalities through the introduction of weighted integrals and refined classes of -convex functions.
Author Contributions
Conceptualization, J.E.N.V., L.G. and J.J.R.; methodology, J.E.N.V., L.G. and J.J.R.; validation, J.E.N.V., L.G. and J.J.R.; formal analysis, J.E.N.V., L.G. and J.J.R.; writing original draft preparation, J.E.N.V., L.G. and J.J.R.; writing—review and editing, J.E.N.V., L.G. and J.J.R. All authors have read and agreed to the published version of the manuscript.
Funding
This research received no external funding.
Institutional Review Board Statement
Not applicable.
Informed Consent Statement
Not applicable.
Data Availability Statement
Not applicable.
Acknowledgments
J. Juan Rosales thanks CONAHCyT for its support within the framework of the Sabbatical Stays: BP-BSNAC20250411170404044-10573580.
Conflicts of Interest
The authors declare no conflicts of interest.
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