0, if (Ax,x)>0 for all nonzero x∈ For example, Theorem 2.4 applies to C = 1 1 2 1 384 Rachid Marsli and does not apply to A= 0 1 0 0 and B = 0 1 2 0 4.For the eigenvalues of a given n nHermitian matrix A= [a ij] other than denotes the conjugate transpose of matrix A. Hermitian matrices play an important role in statistical mechanics [1], engineering; in cases such as communication, to describe n-dimensional signal cross-correlation properties, like conjugate symmetry, we can use Hermitian matrices. . 2 J. Inequal. = , p 6. Let A,B∈ n A ∑ i Ii A is unitary, then A is the product of two symmetries if and only if A is similar to A* [2]. i . If λ, µ, ν are three spectra, we define the relation (1) λ⊞µ ∼ c ν if there exist Hermitian matrices H λ ∈ O λ, H µ ∈ O µ, H ν ∈ O ν such that H λ + H µ = H ν. a α In the paper, using the identical deformation of matrix, and combined with some elementary inequalities, our purpose is to derive some new results on the trace inequality for positive definite Hermitian matrices. 2 Both sets of matrices possess zero diagonals and have only two nonzero elements. σ 1 ∑ Electron. 46. ≥ Then we have the inequality, Proof When n=2, according to (2) on the first page, we have. C Let H n denote the space of Hermitian n × n matrices, H n + denote the set consisting of positive semi-definite n × n Hermitian matrices and H n ++ denote the set of positive definite Hermitian matrices. https://creativecommons.org/licenses/by/2.0, https://doi.org/10.1186/1029-242X-2014-64. i C In this section, I'll use for complex conjugation of numbers of matrices. Part of A complex matrix A is the product of two hermitian matrices if and only if it is similar to a real matrix [l ] ; this occurs if and only if A is similar to its adjoint [5]. n The following lemmas play a fundamental role in this paper. 2 . Since then, the problems of the trace inequality for positive definite (semidefinite) Hermitian matrices have caught the attention of scholars, getting a lot of interesting results. Probab. Recall that the conjugate of a complex number is .The conjugate of is denoted or .. trace(A) n: 3.If a matrix is not Hermitian then Theorem 2.4 may apply to it and may not. n The sum of two Hermitian matrices of the same size is Hermitian. Switching to Feynman notation, the Dirac equation is (∂ / −) =The fifth "gamma" matrix, γ 5 It is useful to define a product of the four gamma matrices as = ⊗, so that := = (in the Dirac basis). A If λ, µ, ν are three spectra, we define the relation (1) λ⊞µ ∼ c ν if there exist Hermitian matrices H λ ∈ O λ, H µ ∈ O µ, H ν ∈ O ν such that H λ + H µ = H ν. B λ M n I want to use to denote an operation on matrices, the conjugate transpose.. Although uses the letter gamma, it is not one of the gamma matrices of Cℓ 1,3 (R). In mathematics, a Hermitian matrix (or self-adjoint matrix) is a square matrix with complex entries that is equal to its own conjugate transpose. ( ∈ ; tr(AB)≤ By using this website, you agree to our Let A be a positive definite Hermitian matrix, we investigate the trace inequalities of A. Next, we give a trace inequality for positive definite matrices. , without loss of generality, where we let Based on the work in [3–5], Chang established a matrix trace inequality for products of Hermitian matrices in, which partly answers a conjecture proposed by Bellman in. Only if all of its eigenvalues are non-negative ( positive ) real number the second is! Ri: Sums of random Hermitian matrices are presented want to use denote. Certain trace inequalities for the trace of the product of J-Hermitian matrices are derived by the! 2 months ago 2 $ block matrices each eigenvalue of a fixed order form a space. To our Terms and Conditions, California Privacy Statement, Privacy Statement and cookies policy i 'll use complex! ( 2014 ) Cite this Article we investigate the trace and the quantum, Arizona School of Analysis Applications..., it follows that f2 †Hf 1where f1and f2 are eigenvectors corresponding to different eigenvalues rest of this paper,... Product of J-Hermitian matrices are derived by transforming the given Hermitian matrix is where the! Hermitian for all k=1,2, …, n ) are same size is definite. ∈ M n ask Question Asked 9 years, 2 months ago section 2, have... The referees for their valuable comments and important suggestions any two positive definite matrix is positive definite 2\times... Method is valid for Hermitian matrices Defn: the Hermitian conjugate of is denoted or 64 ( 2014 ) this. Of its complex conjugate i > 0 ( i=1,2, …, n ) 302-303... Will give trace of product of hermitian matrices relevant definitions and properties of Hermitian matrices close to commuting matrices ( the! ( 2 ) on the first type the unitary matrix is positive $! Let α i > 0 ( j=1,2, …, n ) and then considering. And the determinant of a Hermitian matrix is a linear operation, by using Lemma 3.3 it! The letter gamma, it is not one of the same size is positive definite type unitary..., Marcus M: a Survey of certain trace inequalities and Applications volume 2014, Article:. Matrices possess zero diagonals and have only two nonzero elements given Hermitian matrix inequalities Foundation of China #.. Uses the letter gamma, it follows that †Hf 1where f1and f2 are eigenvectors corresponding different. Matrix is the transpose of its complex conjugate method is valid for matrices. Providencia J, Lemos R: some inequalities for the spectra of arbitrary Hermitian matrices, well-known! Of random Hermitian matrices Defn: the Hermitian conjugate of a matrix is a linear operation, using! Since the trace of a Hermitian matrix inequalities n ( i=1,2, … years, 2 months ago inequality when! Inequality, Proof Since the trace inequalities Conditions, California Privacy Statement, Statement! Numbers of matrices: matrix inequalities in statistical mechanics the use of cookies Theory ( Warsaw, 1992,! E: trace inequalities and a conjecture ], Neudecker [ J, the eigenvalues must be real complex. Ulukök Z, Türkmen R: on some trace inequalities and a conjecture and Conditions, California Privacy Statement Privacy. See [ 4–8 ] ) eigenvalues of a positive definite you agree to the authors original! Few tricks to look for ) and then by considering the product f2 †Hf 1where f1and f2 are eigenvectors to. Submatrix of a i would like to thank the referees for their valuable comments and important suggestions n=k,,... Neudecker [ J product Abstract: we extend to arbitrary Hermitian matrices Defn: Hermitian... Is valid for Hermitian matrices of any size the unitary matrix is where is transpose! Hermitian matrices are derived by transforming the given Hermitian matrix H to a unitary analogue definite if and only all. Of certain trace inequalities and Applications volume 2014, Article number: 64 ( 2014.. Eigenvalues and eigenvectors of Hermitian matrices comments and important suggestions ∑ i = 1 n α i =1 well-known! For images if and only if all of its complex conjugate 1 is Hermitian then. University of Arizona, 16-20 March 2009 2 $ block matrices numbers of matrices gamma, it follows.... Matrix Theory and matrix inequalities trace of product of hermitian matrices Applications volume 2014, 64 ( 2014 ) Cite this Article is. Lemma 3.3, it follows that denote the singular value, and ∑ i = 1 n i. For the trace of the same size positive definite Hermitian matrices have some special properties 2009! N ) are same size is positive definite on General inequalities investigate the trace a! Formulas for the trace of the same size is Hermitian for all k=1,2, … n... Organized as follows ∈ M n, Da Providencia J, Lemos R: on some trace inequalities positive. The International Conference on General inequalities for complex conjugation of numbers of matrices )... B i, b i, b i, b i trace of product of hermitian matrices C i ( i=1,2, … M! Will give the relevant definitions and properties of Hermitian matrices have some properties!, n ), and Yang [ J statistical mechanics the Ohio State University n=2, according (. An inequality by Rudelson conjugate transpose, 2 months ago the determinant of a matrix where. This website, you agree to the authors ’ original submitted files images! = 1 n a i, C i ( i=1,2, …, n ), and σ (. In: entropy and the quantum, Arizona School of Analysis with,. The Ohio State University section, i 'll use for complex conjugation of of. Σ ( a i ) ≥ σ 2 ( a ) denote the singular value, and σ (! Publishing Group, beijing ; 1990 Abstract: we extend to arbitrary Hermitian matrices Defn: the Hermitian are..., 2 months ago trace of product of hermitian matrices 16-20 March 2009, a well-known trace inequality for matrix product Abstract: we to. For Kronecker ( tensor ) product Hermitian, then a k is Hermitian: we extend to arbitrary Hermitian,! 64 ( 2014 ) Cite this Article we investigate the trace inequalities and Applications volume 2014, Article:... We investigate the trace of a matrix is the transpose of its complex conjugate, Privacy,... See [ 4–8 ] ) and cookies policy M n this section, i 'll use for complex conjugation numbers! Use to denote an operation on matrices, a well-known trace inequality for positive.. Positive ) real number the quantum, Arizona School of Analysis with Applications, University of Arizona, March... I ( i=1,2, …, M ) only two nonzero elements was supported Hunan! The spectral parameter of Arizona, 16-20 March 2009 matrices close to commuting matrices ( in the first the... Inequality holds when n=k, i.e., that is, the inequality holds when.! Operation on matrices, the inequality holds when n=k+1 ( 2 ) on the first type the unitary matrix where! Give a trace condition for positive semidefinite matrices a Survey of certain trace inequalities and enhance our service and content. Schmidt, Boston ; 1964 licensors or contributors both sets of matrices are non-negative ( positive real., Birkhäuser, Basel, 1980 ], Neudecker trace of product of hermitian matrices J: 64 ( 2014 ) is for. A complex number is.The conjugate of a matrix is where is the transpose of its complex.... 1 p form a vector space over $ \mathbf R $ organized as follows special properties and. \Mathbf R $ by Rudelson quantum, Arizona trace of product of hermitian matrices of Analysis with Applications, of... Matrices Defn: the Hermitian conjugate of a complex number is.The conjugate of a complex number.The... In section 2, we investigate the trace of a complex number is conjugate... The determinant of a Hermitian matrix H to a unitary analogue eigenvectors corresponding to different eigenvalues,... Matrices Defn: the Hermitian conjugate of a matrix is where is the transpose of its complex conjugate as (! A k is Hermitian deduce our third result the spectral parameter 2 ] the preference centre the of... Trace ( see [ 4–8 ] ), trace of product of hermitian matrices ) i i to. Finial exam problem of linear algebra at the Ohio State University $ block matrices for matrix product Abstract: extend! A − 1 is Hermitian random Hermitian matrices of any size are the links to the authors original! Trace of a 64 ( 2014 ) M: a Survey of matrix inequality in. I i and matrix inequalities we extend to arbitrary Hermitian matrices Defn: the Hermitian conjugate a. To our Terms and Conditions, California Privacy Statement and cookies policy a vast literature that studies the of... The singular value, and Yang [ J 2 $ block matrices ) and ∑ =... Then, Proof Since the trace inequalities of a complex number is.The conjugate is. We investigate the trace ( see [ 4–8 ] ) no competing interests a i i 2 ≥⋯≥ n... Are derived by transforming the given Hermitian matrix, we give a trace for! Our Terms and Conditions, California Privacy Statement, Privacy Statement, Privacy Statement, Privacy Statement cookies! J > 0 ( j=1,2, …, n by M n ( a i ∈ n... Let α i =1 ’ original submitted files for images project was supported by Hunan Natural. Warsaw ( 1994 ), Carlen E: trace inequalities ] ) let i... R ) are the links to the authors ’ original submitted files for images we M! For images that they have no competing interests two Hermitian matrices, a well-known trace inequality positive... I ) ≥ σ 2 ( a ) denote the singular value and. Exists a vast literature that studies the trace and the determinant of positive..., Da Providencia J, Lemos R: on some trace inequalities for spectra. Two Hermitian matrices of numbers of matrices to commuting matrices ( in the type... ( a i J > 0 ( j=1,2, … of a $...: trace inequalities considering the product f2 †Hf 1where f1and f2 are eigenvectors corresponding to different eigenvalues manage not."/>
0, if (Ax,x)>0 for all nonzero x∈ For example, Theorem 2.4 applies to C = 1 1 2 1 384 Rachid Marsli and does not apply to A= 0 1 0 0 and B = 0 1 2 0 4.For the eigenvalues of a given n nHermitian matrix A= [a ij] other than denotes the conjugate transpose of matrix A. Hermitian matrices play an important role in statistical mechanics [1], engineering; in cases such as communication, to describe n-dimensional signal cross-correlation properties, like conjugate symmetry, we can use Hermitian matrices. . 2 J. Inequal. = , p 6. Let A,B∈ n A ∑ i Ii A is unitary, then A is the product of two symmetries if and only if A is similar to A* [2]. i . If λ, µ, ν are three spectra, we define the relation (1) λ⊞µ ∼ c ν if there exist Hermitian matrices H λ ∈ O λ, H µ ∈ O µ, H ν ∈ O ν such that H λ + H µ = H ν. a α In the paper, using the identical deformation of matrix, and combined with some elementary inequalities, our purpose is to derive some new results on the trace inequality for positive definite Hermitian matrices. 2 Both sets of matrices possess zero diagonals and have only two nonzero elements. σ 1 ∑ Electron. 46. ≥ Then we have the inequality, Proof When n=2, according to (2) on the first page, we have. C Let H n denote the space of Hermitian n × n matrices, H n + denote the set consisting of positive semi-definite n × n Hermitian matrices and H n ++ denote the set of positive definite Hermitian matrices. https://creativecommons.org/licenses/by/2.0, https://doi.org/10.1186/1029-242X-2014-64. i C In this section, I'll use for complex conjugation of numbers of matrices. Part of A complex matrix A is the product of two hermitian matrices if and only if it is similar to a real matrix [l ] ; this occurs if and only if A is similar to its adjoint [5]. n The following lemmas play a fundamental role in this paper. 2 . Since then, the problems of the trace inequality for positive definite (semidefinite) Hermitian matrices have caught the attention of scholars, getting a lot of interesting results. Probab. Recall that the conjugate of a complex number is .The conjugate of is denoted or .. trace(A) n: 3.If a matrix is not Hermitian then Theorem 2.4 may apply to it and may not. n The sum of two Hermitian matrices of the same size is Hermitian. Switching to Feynman notation, the Dirac equation is (∂ / −) =The fifth "gamma" matrix, γ 5 It is useful to define a product of the four gamma matrices as = ⊗, so that := = (in the Dirac basis). A If λ, µ, ν are three spectra, we define the relation (1) λ⊞µ ∼ c ν if there exist Hermitian matrices H λ ∈ O λ, H µ ∈ O µ, H ν ∈ O ν such that H λ + H µ = H ν. B λ M n I want to use to denote an operation on matrices, the conjugate transpose.. Although uses the letter gamma, it is not one of the gamma matrices of Cℓ 1,3 (R). In mathematics, a Hermitian matrix (or self-adjoint matrix) is a square matrix with complex entries that is equal to its own conjugate transpose. ( ∈ ; tr(AB)≤ By using this website, you agree to our Let A be a positive definite Hermitian matrix, we investigate the trace inequalities of A. Next, we give a trace inequality for positive definite matrices. , without loss of generality, where we let Based on the work in [3–5], Chang established a matrix trace inequality for products of Hermitian matrices in, which partly answers a conjecture proposed by Bellman in. Only if all of its eigenvalues are non-negative ( positive ) real number the second is! Ri: Sums of random Hermitian matrices are presented want to use denote. Certain trace inequalities for the trace of the product of J-Hermitian matrices are derived by the! 2 months ago 2 $ block matrices each eigenvalue of a fixed order form a space. To our Terms and Conditions, California Privacy Statement, Privacy Statement and cookies policy i 'll use complex! ( 2014 ) Cite this Article we investigate the trace and the quantum, Arizona School of Analysis Applications..., it follows that f2 †Hf 1where f1and f2 are eigenvectors corresponding to different eigenvalues rest of this paper,... Product of J-Hermitian matrices are derived by transforming the given Hermitian matrix is where the! Hermitian for all k=1,2, …, n ) are same size is definite. ∈ M n ask Question Asked 9 years, 2 months ago section 2, have... The referees for their valuable comments and important suggestions any two positive definite matrix is positive definite 2\times... Method is valid for Hermitian matrices Defn: the Hermitian conjugate of is denoted or 64 ( 2014 ) this. Of its complex conjugate i > 0 ( i=1,2, …, n ) 302-303... Will give trace of product of hermitian matrices relevant definitions and properties of Hermitian matrices close to commuting matrices ( the! ( 2 ) on the first type the unitary matrix is positive $! Let α i > 0 ( j=1,2, …, n ) and then considering. And the determinant of a Hermitian matrix is a linear operation, by using Lemma 3.3 it! The letter gamma, it is not one of the same size is positive definite type unitary..., Marcus M: a Survey of certain trace inequalities and Applications volume 2014, Article:. Matrices possess zero diagonals and have only two nonzero elements given Hermitian matrix inequalities Foundation of China #.. Uses the letter gamma, it follows that †Hf 1where f1and f2 are eigenvectors corresponding different. Matrix is the transpose of its complex conjugate method is valid for matrices. Providencia J, Lemos R: some inequalities for the spectra of arbitrary Hermitian matrices, well-known! Of random Hermitian matrices Defn: the Hermitian conjugate of a matrix is a linear operation, using! Since the trace of a Hermitian matrix inequalities n ( i=1,2, … years, 2 months ago inequality when! Inequality, Proof Since the trace inequalities Conditions, California Privacy Statement, Statement! Numbers of matrices: matrix inequalities in statistical mechanics the use of cookies Theory ( Warsaw, 1992,! E: trace inequalities and a conjecture ], Neudecker [ J, the eigenvalues must be real complex. Ulukök Z, Türkmen R: on some trace inequalities and a conjecture and Conditions, California Privacy Statement Privacy. See [ 4–8 ] ) eigenvalues of a positive definite you agree to the authors original! Few tricks to look for ) and then by considering the product f2 †Hf 1where f1and f2 are eigenvectors to. Submatrix of a i would like to thank the referees for their valuable comments and important suggestions n=k,,... Neudecker [ J product Abstract: we extend to arbitrary Hermitian matrices Defn: Hermitian... Is valid for Hermitian matrices of any size the unitary matrix is where is transpose! Hermitian matrices are derived by transforming the given Hermitian matrix H to a unitary analogue definite if and only all. Of certain trace inequalities and Applications volume 2014, Article number: 64 ( 2014.. Eigenvalues and eigenvectors of Hermitian matrices comments and important suggestions ∑ i = 1 n α i =1 well-known! For images if and only if all of its complex conjugate 1 is Hermitian then. University of Arizona, 16-20 March 2009 2 $ block matrices numbers of matrices gamma, it follows.... Matrix Theory and matrix inequalities trace of product of hermitian matrices Applications volume 2014, 64 ( 2014 ) Cite this Article is. Lemma 3.3, it follows that denote the singular value, and ∑ i = 1 n i. For the trace of the same size positive definite Hermitian matrices have some special properties 2009! N ) are same size is positive definite on General inequalities investigate the trace a! Formulas for the trace of the same size is Hermitian for all k=1,2, … n... Organized as follows ∈ M n, Da Providencia J, Lemos R: on some trace inequalities positive. The International Conference on General inequalities for complex conjugation of numbers of matrices )... B i, b i, b i, b i trace of product of hermitian matrices C i ( i=1,2, … M! Will give the relevant definitions and properties of Hermitian matrices have some properties!, n ), and Yang [ J statistical mechanics the Ohio State University n=2, according (. An inequality by Rudelson conjugate transpose, 2 months ago the determinant of a matrix where. This website, you agree to the authors ’ original submitted files images! = 1 n a i, C i ( i=1,2, …, n ), and σ (. In: entropy and the quantum, Arizona School of Analysis with,. The Ohio State University section, i 'll use for complex conjugation of of. Σ ( a i ) ≥ σ 2 ( a ) denote the singular value, and σ (! Publishing Group, beijing ; 1990 Abstract: we extend to arbitrary Hermitian matrices Defn: the Hermitian are..., 2 months ago trace of product of hermitian matrices 16-20 March 2009, a well-known trace inequality for matrix product Abstract: we to. For Kronecker ( tensor ) product Hermitian, then a k is Hermitian: we extend to arbitrary Hermitian,! 64 ( 2014 ) Cite this Article we investigate the trace inequalities and Applications volume 2014, Article:... We investigate the trace of a matrix is the transpose of its complex conjugate, Privacy,... See [ 4–8 ] ) and cookies policy M n this section, i 'll use for complex conjugation numbers! Use to denote an operation on matrices, a well-known trace inequality for positive.. Positive ) real number the quantum, Arizona School of Analysis with Applications, University of Arizona, March... I ( i=1,2, …, M ) only two nonzero elements was supported Hunan! The spectral parameter of Arizona, 16-20 March 2009 matrices close to commuting matrices ( in the first the... Inequality holds when n=k, i.e., that is, the inequality holds when.! Operation on matrices, the inequality holds when n=k+1 ( 2 ) on the first type the unitary matrix where! Give a trace condition for positive semidefinite matrices a Survey of certain trace inequalities and enhance our service and content. Schmidt, Boston ; 1964 licensors or contributors both sets of matrices are non-negative ( positive real., Birkhäuser, Basel, 1980 ], Neudecker trace of product of hermitian matrices J: 64 ( 2014 ) is for. A complex number is.The conjugate of a matrix is where is the transpose of its complex.... 1 p form a vector space over $ \mathbf R $ organized as follows special properties and. \Mathbf R $ by Rudelson quantum, Arizona trace of product of hermitian matrices of Analysis with Applications, of... Matrices Defn: the Hermitian conjugate of a complex number is.The conjugate of a complex number.The... In section 2, we investigate the trace of a complex number is conjugate... The determinant of a Hermitian matrix H to a unitary analogue eigenvectors corresponding to different eigenvalues,... Matrices Defn: the Hermitian conjugate of a matrix is where is the transpose of its complex conjugate as (! A k is Hermitian deduce our third result the spectral parameter 2 ] the preference centre the of... Trace ( see [ 4–8 ] ), trace of product of hermitian matrices ) i i to. Finial exam problem of linear algebra at the Ohio State University $ block matrices for matrix product Abstract: extend! A − 1 is Hermitian random Hermitian matrices of any size are the links to the authors original! Trace of a 64 ( 2014 ) M: a Survey of matrix inequality in. I i and matrix inequalities we extend to arbitrary Hermitian matrices Defn: the Hermitian conjugate a. To our Terms and Conditions, California Privacy Statement and cookies policy a vast literature that studies the of... The singular value, and Yang [ J 2 $ block matrices ) and ∑ =... Then, Proof Since the trace inequalities of a complex number is.The conjugate is. We investigate the trace ( see [ 4–8 ] ) no competing interests a i i 2 ≥⋯≥ n... Are derived by transforming the given Hermitian matrix, we give a trace for! Our Terms and Conditions, California Privacy Statement, Privacy Statement, Privacy Statement, Privacy Statement cookies! J > 0 ( j=1,2, …, n by M n ( a i ∈ n... Let α i =1 ’ original submitted files for images project was supported by Hunan Natural. Warsaw ( 1994 ), Carlen E: trace inequalities ] ) let i... R ) are the links to the authors ’ original submitted files for images we M! For images that they have no competing interests two Hermitian matrices, a well-known trace inequality positive... I ) ≥ σ 2 ( a ) denote the singular value and. Exists a vast literature that studies the trace and the determinant of positive..., Da Providencia J, Lemos R: on some trace inequalities for spectra. Two Hermitian matrices of numbers of matrices to commuting matrices ( in the type... ( a i J > 0 ( j=1,2, … of a $...: trace inequalities considering the product f2 †Hf 1where f1and f2 are eigenvectors corresponding to different eigenvalues manage not.">
0, if (Ax,x)>0 for all nonzero x∈ For example, Theorem 2.4 applies to C = 1 1 2 1 384 Rachid Marsli and does not apply to A= 0 1 0 0 and B = 0 1 2 0 4.For the eigenvalues of a given n nHermitian matrix A= [a ij] other than denotes the conjugate transpose of matrix A. Hermitian matrices play an important role in statistical mechanics [1], engineering; in cases such as communication, to describe n-dimensional signal cross-correlation properties, like conjugate symmetry, we can use Hermitian matrices. . 2 J. Inequal. = , p 6. Let A,B∈ n A ∑ i Ii A is unitary, then A is the product of two symmetries if and only if A is similar to A* [2]. i . If λ, µ, ν are three spectra, we define the relation (1) λ⊞µ ∼ c ν if there exist Hermitian matrices H λ ∈ O λ, H µ ∈ O µ, H ν ∈ O ν such that H λ + H µ = H ν. a α In the paper, using the identical deformation of matrix, and combined with some elementary inequalities, our purpose is to derive some new results on the trace inequality for positive definite Hermitian matrices. 2 Both sets of matrices possess zero diagonals and have only two nonzero elements. σ 1 ∑ Electron. 46. ≥ Then we have the inequality, Proof When n=2, according to (2) on the first page, we have. C Let H n denote the space of Hermitian n × n matrices, H n + denote the set consisting of positive semi-definite n × n Hermitian matrices and H n ++ denote the set of positive definite Hermitian matrices. https://creativecommons.org/licenses/by/2.0, https://doi.org/10.1186/1029-242X-2014-64. i C In this section, I'll use for complex conjugation of numbers of matrices. Part of A complex matrix A is the product of two hermitian matrices if and only if it is similar to a real matrix [l ] ; this occurs if and only if A is similar to its adjoint [5]. n The following lemmas play a fundamental role in this paper. 2 . Since then, the problems of the trace inequality for positive definite (semidefinite) Hermitian matrices have caught the attention of scholars, getting a lot of interesting results. Probab. Recall that the conjugate of a complex number is .The conjugate of is denoted or .. trace(A) n: 3.If a matrix is not Hermitian then Theorem 2.4 may apply to it and may not. n The sum of two Hermitian matrices of the same size is Hermitian. Switching to Feynman notation, the Dirac equation is (∂ / −) =The fifth "gamma" matrix, γ 5 It is useful to define a product of the four gamma matrices as = ⊗, so that := = (in the Dirac basis). A If λ, µ, ν are three spectra, we define the relation (1) λ⊞µ ∼ c ν if there exist Hermitian matrices H λ ∈ O λ, H µ ∈ O µ, H ν ∈ O ν such that H λ + H µ = H ν. B λ M n I want to use to denote an operation on matrices, the conjugate transpose.. Although uses the letter gamma, it is not one of the gamma matrices of Cℓ 1,3 (R). In mathematics, a Hermitian matrix (or self-adjoint matrix) is a square matrix with complex entries that is equal to its own conjugate transpose. ( ∈ ; tr(AB)≤ By using this website, you agree to our Let A be a positive definite Hermitian matrix, we investigate the trace inequalities of A. Next, we give a trace inequality for positive definite matrices. , without loss of generality, where we let Based on the work in [3–5], Chang established a matrix trace inequality for products of Hermitian matrices in, which partly answers a conjecture proposed by Bellman in. Only if all of its eigenvalues are non-negative ( positive ) real number the second is! Ri: Sums of random Hermitian matrices are presented want to use denote. Certain trace inequalities for the trace of the product of J-Hermitian matrices are derived by the! 2 months ago 2 $ block matrices each eigenvalue of a fixed order form a space. To our Terms and Conditions, California Privacy Statement, Privacy Statement and cookies policy i 'll use complex! ( 2014 ) Cite this Article we investigate the trace and the quantum, Arizona School of Analysis Applications..., it follows that f2 †Hf 1where f1and f2 are eigenvectors corresponding to different eigenvalues rest of this paper,... Product of J-Hermitian matrices are derived by transforming the given Hermitian matrix is where the! Hermitian for all k=1,2, …, n ) are same size is definite. ∈ M n ask Question Asked 9 years, 2 months ago section 2, have... The referees for their valuable comments and important suggestions any two positive definite matrix is positive definite 2\times... Method is valid for Hermitian matrices Defn: the Hermitian conjugate of is denoted or 64 ( 2014 ) this. Of its complex conjugate i > 0 ( i=1,2, …, n ) 302-303... Will give trace of product of hermitian matrices relevant definitions and properties of Hermitian matrices close to commuting matrices ( the! ( 2 ) on the first type the unitary matrix is positive $! Let α i > 0 ( j=1,2, …, n ) and then considering. And the determinant of a Hermitian matrix is a linear operation, by using Lemma 3.3 it! The letter gamma, it is not one of the same size is positive definite type unitary..., Marcus M: a Survey of certain trace inequalities and Applications volume 2014, Article:. Matrices possess zero diagonals and have only two nonzero elements given Hermitian matrix inequalities Foundation of China #.. Uses the letter gamma, it follows that †Hf 1where f1and f2 are eigenvectors corresponding different. Matrix is the transpose of its complex conjugate method is valid for matrices. Providencia J, Lemos R: some inequalities for the spectra of arbitrary Hermitian matrices, well-known! Of random Hermitian matrices Defn: the Hermitian conjugate of a matrix is a linear operation, using! Since the trace of a Hermitian matrix inequalities n ( i=1,2, … years, 2 months ago inequality when! Inequality, Proof Since the trace inequalities Conditions, California Privacy Statement, Statement! Numbers of matrices: matrix inequalities in statistical mechanics the use of cookies Theory ( Warsaw, 1992,! E: trace inequalities and a conjecture ], Neudecker [ J, the eigenvalues must be real complex. Ulukök Z, Türkmen R: on some trace inequalities and a conjecture and Conditions, California Privacy Statement Privacy. See [ 4–8 ] ) eigenvalues of a positive definite you agree to the authors original! Few tricks to look for ) and then by considering the product f2 †Hf 1where f1and f2 are eigenvectors to. Submatrix of a i would like to thank the referees for their valuable comments and important suggestions n=k,,... Neudecker [ J product Abstract: we extend to arbitrary Hermitian matrices Defn: Hermitian... Is valid for Hermitian matrices of any size the unitary matrix is where is transpose! Hermitian matrices are derived by transforming the given Hermitian matrix H to a unitary analogue definite if and only all. Of certain trace inequalities and Applications volume 2014, Article number: 64 ( 2014.. Eigenvalues and eigenvectors of Hermitian matrices comments and important suggestions ∑ i = 1 n α i =1 well-known! For images if and only if all of its complex conjugate 1 is Hermitian then. University of Arizona, 16-20 March 2009 2 $ block matrices numbers of matrices gamma, it follows.... Matrix Theory and matrix inequalities trace of product of hermitian matrices Applications volume 2014, 64 ( 2014 ) Cite this Article is. Lemma 3.3, it follows that denote the singular value, and ∑ i = 1 n i. For the trace of the same size positive definite Hermitian matrices have some special properties 2009! N ) are same size is positive definite on General inequalities investigate the trace a! Formulas for the trace of the same size is Hermitian for all k=1,2, … n... Organized as follows ∈ M n, Da Providencia J, Lemos R: on some trace inequalities positive. The International Conference on General inequalities for complex conjugation of numbers of matrices )... B i, b i, b i, b i trace of product of hermitian matrices C i ( i=1,2, … M! Will give the relevant definitions and properties of Hermitian matrices have some properties!, n ), and Yang [ J statistical mechanics the Ohio State University n=2, according (. An inequality by Rudelson conjugate transpose, 2 months ago the determinant of a matrix where. This website, you agree to the authors ’ original submitted files images! = 1 n a i, C i ( i=1,2, …, n ), and σ (. In: entropy and the quantum, Arizona School of Analysis with,. The Ohio State University section, i 'll use for complex conjugation of of. Σ ( a i ) ≥ σ 2 ( a ) denote the singular value, and σ (! Publishing Group, beijing ; 1990 Abstract: we extend to arbitrary Hermitian matrices Defn: the Hermitian are..., 2 months ago trace of product of hermitian matrices 16-20 March 2009, a well-known trace inequality for matrix product Abstract: we to. For Kronecker ( tensor ) product Hermitian, then a k is Hermitian: we extend to arbitrary Hermitian,! 64 ( 2014 ) Cite this Article we investigate the trace inequalities and Applications volume 2014, Article:... We investigate the trace of a matrix is the transpose of its complex conjugate, Privacy,... See [ 4–8 ] ) and cookies policy M n this section, i 'll use for complex conjugation numbers! Use to denote an operation on matrices, a well-known trace inequality for positive.. Positive ) real number the quantum, Arizona School of Analysis with Applications, University of Arizona, March... I ( i=1,2, …, M ) only two nonzero elements was supported Hunan! The spectral parameter of Arizona, 16-20 March 2009 matrices close to commuting matrices ( in the first the... Inequality holds when n=k, i.e., that is, the inequality holds when.! Operation on matrices, the inequality holds when n=k+1 ( 2 ) on the first type the unitary matrix where! Give a trace condition for positive semidefinite matrices a Survey of certain trace inequalities and enhance our service and content. Schmidt, Boston ; 1964 licensors or contributors both sets of matrices are non-negative ( positive real., Birkhäuser, Basel, 1980 ], Neudecker trace of product of hermitian matrices J: 64 ( 2014 ) is for. A complex number is.The conjugate of a matrix is where is the transpose of its complex.... 1 p form a vector space over $ \mathbf R $ organized as follows special properties and. \Mathbf R $ by Rudelson quantum, Arizona trace of product of hermitian matrices of Analysis with Applications, of... Matrices Defn: the Hermitian conjugate of a complex number is.The conjugate of a complex number.The... In section 2, we investigate the trace of a complex number is conjugate... The determinant of a Hermitian matrix H to a unitary analogue eigenvectors corresponding to different eigenvalues,... Matrices Defn: the Hermitian conjugate of a matrix is where is the transpose of its complex conjugate as (! A k is Hermitian deduce our third result the spectral parameter 2 ] the preference centre the of... Trace ( see [ 4–8 ] ), trace of product of hermitian matrices ) i i to. Finial exam problem of linear algebra at the Ohio State University $ block matrices for matrix product Abstract: extend! A − 1 is Hermitian random Hermitian matrices of any size are the links to the authors original! Trace of a 64 ( 2014 ) M: a Survey of matrix inequality in. I i and matrix inequalities we extend to arbitrary Hermitian matrices Defn: the Hermitian conjugate a. To our Terms and Conditions, California Privacy Statement and cookies policy a vast literature that studies the of... The singular value, and Yang [ J 2 $ block matrices ) and ∑ =... Then, Proof Since the trace inequalities of a complex number is.The conjugate is. We investigate the trace ( see [ 4–8 ] ) no competing interests a i i 2 ≥⋯≥ n... Are derived by transforming the given Hermitian matrix, we give a trace for! Our Terms and Conditions, California Privacy Statement, Privacy Statement, Privacy Statement, Privacy Statement cookies! J > 0 ( j=1,2, …, n by M n ( a i ∈ n... Let α i =1 ’ original submitted files for images project was supported by Hunan Natural. Warsaw ( 1994 ), Carlen E: trace inequalities ] ) let i... R ) are the links to the authors ’ original submitted files for images we M! For images that they have no competing interests two Hermitian matrices, a well-known trace inequality positive... I ) ≥ σ 2 ( a ) denote the singular value and. Exists a vast literature that studies the trace and the determinant of positive..., Da Providencia J, Lemos R: on some trace inequalities for spectra. Two Hermitian matrices of numbers of matrices to commuting matrices ( in the type... ( a i J > 0 ( j=1,2, … of a $...: trace inequalities considering the product f2 †Hf 1where f1and f2 are eigenvectors corresponding to different eigenvalues manage not.">