Abstract
In this paper, we establish several integral inequalities of Chebyshev type for bounded continuous fields of Hermitian operators concerning Tracy-Singh products and weighted Pythagorean means. The weighted Pythagorean means considered here are parametrization versions of three symmetric means: the arithmetic mean, the geometric mean, and the harmonic mean. Every continuous field considered here is parametrized by a locally compact Hausdorff space equipped with a finite Radon measure. Tracy-Singh product versions of the Chebyshev-Grüss inequality via oscillations are also obtained. Such integral inequalities reduce to discrete inequalities when the space is a finite space equipped with the counting measure. Moreover, our results include Chebyshev-type inequalities for tensor product of operators and Tracy-Singh/Kronecker products of matrices.
1. Introduction
One of the fundamental inequalities in mathematics is the Chebyshev inequality, named after P.L. Chebyshev, which states that
for all real numbers such that and , or and . This inequality can be generalized to
where for all . A matrix version of (2) involving the Hadamard product was obtained in [1].
A continuous version of the Chebyshev inequality [2] says that if are monotone functions in the same sense and is an integrable function, then
If f and g are monotone in the opposite sense, the reverse inequality holds. In [3], Moslehian and Bakherad extended this inequality to Hilbert space operators related with the Hadamard product by using the notion of synchronous Hadamard property. They also presented integral Chebyshev inequalities respecting operator means.
The Grüss inequality, first introduced by G. Grüss in 1935 [4], is a complement of the Chebyshev inequality. This inequality gives a bound of the difference between the product of the integrals and the integral of the product for two integrable functions. For each integral function , let us denote
The Grüss inequality states that if are integrable functions and there exist real constants such that and for all , then
This inequality has been studied and generalized by several authors; see [5,6,7]. In [7], the term Chebyshev-Grüss inequalities is used mentioning to Grüss inequalities for Chebyshev functions which defined as
A general form of Chebyshev-Grüss inequalities is given by
where E is an expression depending on the arithmetic integral mean and oscillations of f and g. Chebyshev-Grüss inequalities for some kind of operator via discrete oscillations is presented by Gonska, Raça and Rusu [7].
On the other hand, the notion of tensor product of operators is a key concept in functional analysis and its applications particularly in quantum mechanics. The theory of tensor product of operators has been investigate in the literature; see, e.g., [8,9]. In [10,11], the authors extend the notion of tensor product to the Tracy-Singh product for operators on a Hilbert space, and supply algebraic/order/analytic properties of this product.
In this paper, we establish a number of integral inequalities of Chebyshev type for continuous fields of Hermitian operators relating Tracy-singh products and weighted Pythagorean means. The Pythagorean means considered here are three classical means -the geometric mean, the arithmetic mean, and the harmonic mean. The continuous field considered here is parametrized by a locally compact Hausdorff space Ω endowed with a finite Radon measure. In Section 2, we give basic results on Tracy-Singh products for Hilbert space operators and Bochner integrability of continuous field of operators on a locally compact Housdorff space. In Section 3, we provide Chebyshev type inequalities involving Tracy-Singh products of operators under the assumption of synchronous Tracy-Singh property. In Section 4, we establish Chebyshev integral inequalities concerning operator means and Tracy-Singh products under the assumption of synchronous monotone property. Finally, we prove Chebyshev-Grüss inequalities via oscillations for continuous fields of operators in Section 5. In the case that Ω is a finite space with the counting measure, such integral inequalities reduce to discrete inequalities. Our results include Chebyshev-type inequalities concerning tensor product of operators and Tracy-Singh/Kronecker products of matrices.
2. Preliminaries
In this paper, we consider complex Hilbert spaces and . The symbol stands to the Banach space of bounded linear operators on a Hilbert space . The cone of positive operators on is denoted by . For Hermitian operators A and B in , the situation means that . Denote the set of all positive invertible operators on by .
We fix the following orthogonal decompositions:
where all and are Hilbert spaces. Such decompositions lead to a unique representation for each operator and as a block-matrix form:
where and for each .
2.1. Tracy-Singh Product for Operators
Let and . Recall that the tensor product of A and B, denoted by , is a unique bounded linear operator on the tensor product space such that
When , the tensor product of operators becomes the Kronecker product of matrices.
Definition 1.
Let and . The Tracy-Singh product of A and B is defined to be in the form
which is a bounded linear operator from into itself.
When , the Tracy-Singh product is the tensor product . If for all , the above definition becomes the usual Tracy-Singh product for complex matrices.
Lemma 1
([10,11]). Let be compatible operators. Then
- 1.
- for any .
- 2.
- .
- 3.
- .
- 4.
- If A and B are Hermitian, then so is .
- 5.
- If A and B are positive and invertible, then for any .
- 6.
- If and , then .
2.2. Bochner Integration
Let be a locally compact Hausdorff (LCH) space equipped with a finite Radon measure . A family of operators in is said to be bounded if there is a constant for which for all . The family is said to be a continuous field if parametrization is norm-continuous on . Every continuous field can have the Bochner integral if the norm function possess the Lebesgue integrability. In this case, the resulting integral is a unique element in such that
for every bounded linear functional on .
Lemma 2
(e.g., [12]). Let be a Banach space and a finite measure space. Then a measurable function is Bochner integrable if and only if its norm function is Lebesgue integrable.
Lemma 3
(e.g., [12]). Let be a Bochner integrable function. If is a bounded linear operator, then the composition is Bochner integrable and
Proposition 1.
Let be a bounded continuous field of operators in . Then for any ,
Proof.
Since the map is continuous and bounded, it is Bochner integrable on . Note that the map is linear and bounded by Lemma 1. Now, Lemma 3 implies that the map is Bochner integrable on and
for all . □
3. Chebyshev Type Inequalities Involving Tracy-Singh Products of Operators
From now on, let be an LCH space equipped with a finite Radon measure . Let , , and be continuous fields of Hilbert space operators.
Definition 2.
The fields and are said to have the synchronous Tracy-Singh property if, for all ,
They are said to have the opposite-synchronous Tracy-Singh property if the reverse of (6) holds for all .
Theorem 1.
Let and be bounded continuous fields of Hermitian operators in and , respectively, and let be a bounded measurable function.
- 1.
- If and have the synchronous Tracy-Singh property, then
- 2.
Proof.
By using Lemma 1, Proposition 1 and Fubini’s Theorem [13], we have
Remark 1.
In Theorem 1 and other results in this paper, we may assume that Ω is a compact Hausdorff space. In this case, every continuous field on Ω is automatically bounded.
The next corollary is a discrete version of Theorem 1.
Corollary 1.
Let be Hermitian operators and let be nonnegative numbers for each . Let and .
- 1.
- If and have the synchronous Tracy-Singh property, then
- 2.
- If and have the opposite-synchronous Tracy-Singh property, then the reverse of (9) holds.
Proof.
From the previous theorem, set equipped with the counting measure and for all . □
4. Chebyshev Integral Inequalities Concerning Weighted Pythagorean Means of Operators
Throughout this section, the space is equipped with a total ordering ≼.
Definition 3.
We say that a field is increasing (decreasing, resp.) whenever implies (, resp.).
Definition 4.
Two ordered pairs and of Hermitian operators are said to have the synchronous property if either
The pairs and are said to have the opposite-synchronous property if either
Definition 5.
Let be continuous fields of Hermitian operators. Two ordered pairs and are said to have the synchronous monotone property if and have the synchronous property for all . They are said to have the opposite-synchronous monotone property if and have the opposite-synchronous property for all .
Let us recall the notions of weighted classical Pythagorean means for operators. Indeed, they are generalizations of three famous symmetric operator means as follows. For any , the w-weighted arithmetic mean of is defined by
The w-weighted geometric mean and w-weighted harmonic mean of are defined respectively by
For any , we define the w-weighted geometric mean and w-weighted harmonic mean of A and B to be
respectively. Here, the limits are taken in the strong-operator topology.
Lemma 4
(see e.g., [14]). The weighted geometric means, weighted arithmetic means and weighted harmonic means for operators are monotone in the sense that if and , then where σ is any of .
Lemma 5
([15]). Let and . Then
Theorem 2. 2.
Let be bounded continuous fields in and let be a bounded measurable function.
If are either all increasing, or all decreasing then
The reverse of (10) holds if either
- 2.1
- are increasing and are decreasing, or
- 2.2
- are decreasing and are increasing.
Proof.
Let and assume without loss of generally that . By applying Lemmas 1 and 5, Proposition 1, and Fubini’s Theorem [13], we have
Lemma 6.
Let be Hermitian operators in and .
- 1.
- If and have the synchronous property, then
- 2.
Proof.
For the synchronous case, we have by using positivity of the Tracy-Singh product (Lemma 1) that . Applying Lemma 1, we obtain
Thus .
For the opposite-synchronous case, we have and hence the reverse of inequality (11) holds. □
Theorem 3.
Let be bounded continuous fields of operators in , let be a bounded measurable function.
- 1.
- If and have the synchronous monotone property and all of are either increasing or decreasing, then
- 2.
- If and have the opposite-synchronous monotone property and if either
- 2.1
- are increasing and are decreasing, or
- 2.2
- are decreasing and are increasing,
then the reverse of (12) holds.
Proof.
Let and assume without loss of generally that . First, we consider the case 1. We have by using Lemmas 1 and 6, proposition 1, and Fubini’s Theorem [13] that
Now, by Lemmas 1 and 4, we have
and hence (12) holds. The case 2 can be similarly proven. □
Lemma 7.
Let be positive operators in and .
- 1.
- If and are synchronous, then
- 2.
Proof.
Assume that and are synchronous. By continuity, we may assume that . We have
Using Lemma 1 and (14), we get
This implies that
Hence,
For the opposite-synchronous case, we have
and hence the reverse of (13) holds. □
Theorem 4. 2.
Let be bounded continuous fields of operators in and be a bounded measurable function.
If and have the opposite-synchronous monotone property and if all of are either increasing or decreasing, then
If and have synchronous monotone property and if either
- 2.1
- are both increasing, and are both decreasing, or
- 2.2
- are both decreasing and are both increasing,
Proof.
Let with . If the pairs and are opposite-synchronous, then we have by applying Lemmas 1 and 7, Proposition 1, and Fubini’s Theorem [13] that
For the case 1, we have, by Lemmas 1 and 4,
and hence (15) holds. Another assertion can be proved in a similar manner to that of the second assertion in Theorem 3. □
5. Chebyshev-Grüss Inequaities via Oscillations
Throughout this section, let be an LCH space equipped with a probability Radon measure . For any continuous field in and in , we define
Here, we recall that the support of the product measure is defined by
We call the oscillation of the field .
Theorem 5.
Let and be continuous fields of Hermitian operators in and , respectively. Then
where .
Proof.
We have by using Lemma 1, Proposition 1 and Fubini’s Theorem [13] that
□
Corollary 2.
Let and be Hermitian operators for all . Then
Proof.
Set equipped with the counting measure. We have
and thus
□
Example 1.
Let , and . Consider the probability Radon measure , where λ is Lebesgue measure on Ω and is the Dirac measure at w. Set
We have
Then and . For any continuous fields and of Hermitian operators, the inequality (16) becomes
6. Conclusions
We establish several integral inequalities of Chebyshev type for continuous fields of Hermitian operators which are parametrized by an LCH space equipped with a finite Radon measure. We also obtain the Chebyshev-Grüss integral inequality via oscillations with respect to a probability Radon measure. These inequalities involve Tracy-Singh products and weighted versions of famous symmetric means. For a particular case that the LCH space is a finite space equipped with the counting measure, such integral inequalities reduce to discrete inequalities. Our results include Chebyshev-type inequalities for tensor product of operators and Tracy-Singh/Kronecker products of matrices.
Author Contributions
All authors contributed equally and significantly in writing this article. All authors read and approved the final manuscript.
Funding
The first author expresses his gratitude towards Thailand Research Fund for providing the Royal Golden Jubilee Ph.D. Scholarship, grant no. PHD60K0225 to support his Ph.D. study.
Acknowledgments
This research was supported by King Mongkut’s Institute of Technology Ladkrabang.
Conflicts of Interest
The authors declare no conflict of interest.
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