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2017 | OriginalPaper | Buchkapitel

9. Operator-Valued Free Probability Theory and Block Random Matrices

verfasst von : James A. Mingo, Roland Speicher

Erschienen in: Free Probability and Random Matrices

Verlag: Springer New York

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Abstract

Gaussian random matrices fit quite well into the framework of free probability theory, asymptotically they are semi-circular elements, and they have also nice freeness properties with other (e.g. non-random) matrices. Gaussian random matrices are used as input in many basic models in many different mathematical, physical, or engineering areas. Free probability theory provides then useful tools for the calculation of the asymptotic eigenvalue distribution for such models. However, in many situations, Gaussian random matrices are only the first approximation to the considered phenomena, and one would also like to consider more general kinds of such random matrices. Such generalizations often do not fit into the framework of our usual free probability theory. However, there exists an extension, operator-valued free probability theory, which still shares the basic properties of free probability but is much more powerful because of its wider domain of applicability. In this chapter, we will first motivate the operator-valued version of a semi-circular element and then present the general operator-valued theory. Here we will mainly work on a formal level; the analytic description of the theory, as well as its powerful consequences, will be dealt with in the following chapter.

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Literatur
68.
90.
Zurück zum Zitat W. Hachem, P. Loubaton, J. Najim, Deterministic equivalents for certain functionals of large random matrices. Ann. Appl. Probab. 17(3), 875–930 (2007)MathSciNetCrossRefMATH W. Hachem, P. Loubaton, J. Najim, Deterministic equivalents for certain functionals of large random matrices. Ann. Appl. Probab. 17(3), 875–930 (2007)MathSciNetCrossRefMATH
94.
Zurück zum Zitat J.W. Helton, R. Rashidi Far, R. Speicher, Operator-valued semicircular elements: solving a quadratic matrix equation with positivity constraints. Int. Math. Res. Not. IMRN 2007(22), 15 (2007). Art. ID rnm086 J.W. Helton, R. Rashidi Far, R. Speicher, Operator-valued semicircular elements: solving a quadratic matrix equation with positivity constraints. Int. Math. Res. Not. IMRN 2007(22), 15 (2007). Art. ID rnm086
107.
Zurück zum Zitat D.S. Kaliuzhnyi-Verbovetskyi, V. Vinnikov, Foundations of Free Noncommutative Function Theory. Mathematical Surveys and Monographs, vol. 199 (American Mathematical Society, Providence, RI, 2014) D.S. Kaliuzhnyi-Verbovetskyi, V. Vinnikov, Foundations of Free Noncommutative Function Theory. Mathematical Surveys and Monographs, vol. 199 (American Mathematical Society, Providence, RI, 2014)
139.
Zurück zum Zitat A. Nica, D. Shlyakhtenko, R. Speicher, Operator-valued distributions. I. Characterizations of freeness. Int. Math. Res. Not. 2002(29), 1509–1538 (2002)MathSciNetCrossRefMATH A. Nica, D. Shlyakhtenko, R. Speicher, Operator-valued distributions. I. Characterizations of freeness. Int. Math. Res. Not. 2002(29), 1509–1538 (2002)MathSciNetCrossRefMATH
140.
Zurück zum Zitat A. Nica, D. Shlyakhtenko, R. Speicher, R-cyclic families of matrices in free probability. J. Funct. Anal. 188(1), 227–271 (2002)MathSciNetCrossRefMATH A. Nica, D. Shlyakhtenko, R. Speicher, R-cyclic families of matrices in free probability. J. Funct. Anal. 188(1), 227–271 (2002)MathSciNetCrossRefMATH
147.
Zurück zum Zitat R. Rashidi Far, T. Oraby, W. Bryc, R. Speicher, On slow-fading MIMO systems with nonseparable correlation. IEEE Trans. Inf. Theory 54(2), 544–553 (2008)MathSciNetCrossRefMATH R. Rashidi Far, T. Oraby, W. Bryc, R. Speicher, On slow-fading MIMO systems with nonseparable correlation. IEEE Trans. Inf. Theory 54(2), 544–553 (2008)MathSciNetCrossRefMATH
155.
Zurück zum Zitat D. Shlyakhtenko, Random Gaussian band matrices and freeness with amalgamation. Int. Math. Res. Not. 1996(20), 1013–1025 (1996)MathSciNetCrossRefMATH D. Shlyakhtenko, Random Gaussian band matrices and freeness with amalgamation. Int. Math. Res. Not. 1996(20), 1013–1025 (1996)MathSciNetCrossRefMATH
163.
Zurück zum Zitat R. Speicher, Combinatorial theory of the free product with amalgamation and operator-valued free probability theory. Mem. Am. Math. Soc. 627, 88 (1998)MathSciNetMATH R. Speicher, Combinatorial theory of the free product with amalgamation and operator-valued free probability theory. Mem. Am. Math. Soc. 627, 88 (1998)MathSciNetMATH
174.
Zurück zum Zitat A.M. Tulino, S. Verdú, Random matrix theory and wireless communications. Found. Trends Commun. Inf. Theory 1(1), 184 (2004) A.M. Tulino, S. Verdú, Random matrix theory and wireless communications. Found. Trends Commun. Inf. Theory 1(1), 184 (2004)
184.
Zurück zum Zitat D. Voiculescu, Operations on certain non-commutative operator-valued random variables. Recent advances in operator algebras (Orléans, 1992). Astérisque 232, 243–275 (1995) D. Voiculescu, Operations on certain non-commutative operator-valued random variables. Recent advances in operator algebras (Orléans, 1992). Astérisque 232, 243–275 (1995)
190.
Zurück zum Zitat D. Voiculescu, The coalgebra of the free difference quotient and free probability. Int. Math. Res. Not. 2000(2), 79–106 (2000)MathSciNetCrossRefMATH D. Voiculescu, The coalgebra of the free difference quotient and free probability. Int. Math. Res. Not. 2000(2), 79–106 (2000)MathSciNetCrossRefMATH
193.
Zurück zum Zitat D. Voiculescu, Free analysis questions. I. Duality transform for the coalgebra of ∂ X: B . Int. Math. Res. Not. 2004(16), 793–822 (2004) D. Voiculescu, Free analysis questions. I. Duality transform for the coalgebra of X: B . Int. Math. Res. Not. 2004(16), 793–822 (2004)
195.
Zurück zum Zitat D.-V. Voiculescu, Free analysis questions II: the Grassmannian completion and the series expansions at the origin. Journal für die reine und angewandte Mathematik (Crelles J.) 2010(645), 155–236 (2010) D.-V. Voiculescu, Free analysis questions II: the Grassmannian completion and the series expansions at the origin. Journal für die reine und angewandte Mathematik (Crelles J.) 2010(645), 155–236 (2010)
202.
Zurück zum Zitat J.D. Williams, Analytic function theory for operator-valued free probability. J. Reine Angew. Math. (2013). Published online: 2015-01-20 J.D. Williams, Analytic function theory for operator-valued free probability. J. Reine Angew. Math. (2013). Published online: 2015-01-20
Metadaten
Titel
Operator-Valued Free Probability Theory and Block Random Matrices
verfasst von
James A. Mingo
Roland Speicher
Copyright-Jahr
2017
Verlag
Springer New York
DOI
https://doi.org/10.1007/978-1-4939-6942-5_9