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Asymptotic Eigenvalue Distribution of Random Matrices and Free Stochastic Analysis

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Random Matrices and Iterated Random Functions

Part of the book series: Springer Proceedings in Mathematics & Statistics ((PROMS,volume 53))

Abstract

This is a survey on some recent work on free stochastic calculus and free Malliavin calculus. It is hoped that these theories will in the long run provide us with tools for qualitative descriptions of the asymptotic eigenvalue distribution of selfadjoint polynomials of independent Gaussian random matrices. The main concrete results center around the free Fourth Moment Theorem, which says that for a sequence of random variables which are constrained to live in a fixed free chaos, the convergence to the semicircle distribution can be controlled by the convergence of the second and the fourth moments.

I thank Octavio Arizmendi for the preparation of the figures.

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References

  1. Akemann, G., Baik, J., Di Francesco, P. (eds.): The Oxford Handbook on Random Matrix Theory. Oxford University Press, New York (2011)

    Google Scholar 

  2. Belinschi, S.: The Lebuesgue decomposition of the free additive convolution of two probability distributions. Probab. Theory Relat. Fields 142, 125–150 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  3. Biane, P., Speicher, R.: Stochastic calculus with respect to free Brownian motion and analysis on Wigner space. Probab. Theory Relat. Fields 112, 373–409 (1998)

    Article  MathSciNet  MATH  Google Scholar 

  4. Bozejko, M.: A q-deformed probability, Nelson’s inequality and central limit theorems. In: Garbecaki, P., Popowci, Z. (eds.) Nonlinear Fields, Classical, Random, Semiclassical, pp. 312–335. World Scientific, Singapore (1991)

    Google Scholar 

  5. Guionnet, A., Shlyakhtenko, D.: Free monotone transport (Preprint). arXiv:1204.2182

    Google Scholar 

  6. Haagerup, U., Thorbjørnsen, S.: A new application of random matrices: \(\text{Ext}(C_{\text{red}}^{{\ast}}(F_{2}))\) is not a group. Ann. Math. 162, 711–775 (2005)

    Article  MATH  Google Scholar 

  7. Haagerup, U., Schultz, H., Thorbjornsen, S.: A random matrix approach to the lack of projections in \(C_{\text{ref}}^{{\ast}}(F_{2})\). Adv. Math. 204, 1–83 (2006)

    Article  MathSciNet  MATH  Google Scholar 

  8. Kemp, T., Nourdin, I., Peccati, G., Speicher, R.: Wigner chaos and the fourth moment. Ann. Probab. 40(4), 1577–1635 (2012)

    Article  MathSciNet  MATH  Google Scholar 

  9. Nica, A., Speicher, R.: Lectures on the Combinatorics of Free Probability. London Mathematical Society Lecture Note Series, vol. 335, xvi + 417pp. Cambridge University Press, Cambridge (2006)

    Google Scholar 

  10. Nourdin, I., Peccati, G., Speicher, R.: Multidimensional semicircular limits on the free Wigner chaos. In: Dalang, R., Dozzi, M., Russo, F. (eds.) Seminar on Stochastic Analysis, Random Fields and Applications VII. Progress in Probability, Vol. 67, pp. 211–221. Springer, Basel (2013). arXiv:1107:5135

    Google Scholar 

  11. Nualart, D., Peccati, G.: Central limit theorems for sequences of multiple stochastic integrals. Ann. Probab. 33, 177–193 (2005)

    Article  MathSciNet  MATH  Google Scholar 

  12. Voiculescu, D.: Limit laws for random matrices and free products. Invent. Math. 104, 267–271 (1991)

    Article  MathSciNet  Google Scholar 

  13. Voiculescu, D.: Free analysis questions. I. Duality transform for the coalgebra of \(\partial _{X:B}\). Int. Math. Res. Not. 16, 793–822 (2004)

    Google Scholar 

  14. Voiculescu, D., Dykema, K., Nica, A.: Free Random Variables. A Noncommutative Probability Approach to Free Products with Applications to Random Matrices, Operator Algebras and Harmonic Analysis on Free Groups. CRM Monograph Series, vol. 1, vi + 70pp. American Mathematical Society, Providence (1992)

    Google Scholar 

  15. Wigner, E.: Characteristic vectors of bordered matrices with infinite dimensions. Ann. Math. 62, 548–564 (1955)

    Article  MathSciNet  MATH  Google Scholar 

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Correspondence to Roland Speicher .

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Speicher, R. (2013). Asymptotic Eigenvalue Distribution of Random Matrices and Free Stochastic Analysis. In: Alsmeyer, G., Löwe, M. (eds) Random Matrices and Iterated Random Functions. Springer Proceedings in Mathematics & Statistics, vol 53. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-38806-4_2

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