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2015 | OriginalPaper | Buchkapitel

Convergence Towards Linear Combinations of Chi-Squared Random Variables: A Malliavin-Based Approach

verfasst von : Ehsan Azmoodeh, Giovanni Peccati, Guillaume Poly

Erschienen in: In Memoriam Marc Yor - Séminaire de Probabilités XLVII

Verlag: Springer International Publishing

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Abstract

We investigate the problem of finding necessary and sufficient conditions for convergence in distribution towards a general finite linear combination of independent chi-squared random variables, within the framework of random objects living on a fixed Gaussian space. Using a recent representation of cumulants in terms of the Malliavin calculus operators \(\Gamma _{i}\) (introduced by Nourdin and Peccati, J. Appl. Funct. Anal. 258(11), 3775–3791, 2010), we provide conditions that apply to random variables living in a finite sum of Wiener chaoses. As an important by-product of our analysis, we shall derive a new proof and a new interpretation of a recent finding by Nourdin and Poly (Electron. Commun. Probab. 17(36), 1–12, 2012), concerning the limiting behavior of random variables living in a Wiener chaos of order two. Our analysis contributes to a fertile line of research, that originates from questions raised by Marc Yor, in the framework of limit theorems for non-linear functionals of Brownian local times.

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Literatur
1.
Zurück zum Zitat H. Biermé, A. Bonami, I. Nourdin, G. Peccati, Optimal Berry-Esseen rates on the Wiener space: the barrier of third and fourth cumulants. ALEA Lat. Am. J. Probab. Math. Stat. 9(2), 473–500 (2012)MATHMathSciNet H. Biermé, A. Bonami, I. Nourdin, G. Peccati, Optimal Berry-Esseen rates on the Wiener space: the barrier of third and fourth cumulants. ALEA Lat. Am. J. Probab. Math. Stat. 9(2), 473–500 (2012)MATHMathSciNet
2.
Zurück zum Zitat A. Deya, I. Nourdin, Convergence of Wigner integrals to the tetilla law. ALEA Lat. Am. J. Probab. Math. Stat. 9, 101–127 (2012)MATHMathSciNet A. Deya, I. Nourdin, Convergence of Wigner integrals to the tetilla law. ALEA Lat. Am. J. Probab. Math. Stat. 9, 101–127 (2012)MATHMathSciNet
3.
Zurück zum Zitat P. Eichelsbacher, Ch. Thäle, Malliavin-Stein method for Variance-Gamma approximation on Wiener space. arXiv preprint arXiv:1409.5646, 2014 P. Eichelsbacher, Ch. Thäle, Malliavin-Stein method for Variance-Gamma approximation on Wiener space. arXiv preprint arXiv:1409.5646, 2014
5.
Zurück zum Zitat S. Janson, Gaussian Hilbert Spaces. Cambridge Tracts in Mathematics, vol. 129 (Cambridge University Press, Cambridge, 1997) S. Janson, Gaussian Hilbert Spaces. Cambridge Tracts in Mathematics, vol. 129 (Cambridge University Press, Cambridge, 1997)
10.
Zurück zum Zitat I. Nourdin, G. Peccati, Normal Approximations Using Malliavin Calculus: From Stein’s Method to Universality. Cambridge Tracts in Mathematics (Cambridge University Press, Cambridge, 2012) I. Nourdin, G. Peccati, Normal Approximations Using Malliavin Calculus: From Stein’s Method to Universality. Cambridge Tracts in Mathematics (Cambridge University Press, Cambridge, 2012)
11.
Zurück zum Zitat I. Nourdin, G. Poly, Convergence in law in the second Wiener/Wigner chaos. Electron. Commun. Probab. 17(36), 1–12 (2012)MathSciNet I. Nourdin, G. Poly, Convergence in law in the second Wiener/Wigner chaos. Electron. Commun. Probab. 17(36), 1–12 (2012)MathSciNet
12.
13.
Zurück zum Zitat I. Nourdin, J. Rosinski, Asymptotic independence of multiple Wiener-Ito integrals and the resulting limit laws. Ann. Probab. 42(2), 497–526 (2014)MATHMathSciNetCrossRef I. Nourdin, J. Rosinski, Asymptotic independence of multiple Wiener-Ito integrals and the resulting limit laws. Ann. Probab. 42(2), 497–526 (2014)MATHMathSciNetCrossRef
14.
Zurück zum Zitat D. Nualart, The Malliavin Calculus and Related Topics. Probability and Its Application (Springer, Berlin, 2006)MATH D. Nualart, The Malliavin Calculus and Related Topics. Probability and Its Application (Springer, Berlin, 2006)MATH
15.
Zurück zum Zitat D. Nualart, S. Ortiz-Latorre, Central limit theorems for multiple stochastic integrals and Malliavin calculus. Stoch. Process. Appl. 118(4), 614–628 (2008)MATHMathSciNetCrossRef D. Nualart, S. Ortiz-Latorre, Central limit theorems for multiple stochastic integrals and Malliavin calculus. Stoch. Process. Appl. 118(4), 614–628 (2008)MATHMathSciNetCrossRef
16.
Zurück zum Zitat D. Nualart, G. Peccati, Central limit theorems for sequences of multiple stochastic integrals. Ann. Probab. 33(1), 177–193 (2005)MATHMathSciNetCrossRef D. Nualart, G. Peccati, Central limit theorems for sequences of multiple stochastic integrals. Ann. Probab. 33(1), 177–193 (2005)MATHMathSciNetCrossRef
17.
Zurück zum Zitat G. Peccati, M.S. Taqqu, Wiener Chaos: Moments, Cumulants and Diagrams (Springer, New York, 2010) G. Peccati, M.S. Taqqu, Wiener Chaos: Moments, Cumulants and Diagrams (Springer, New York, 2010)
18.
Zurück zum Zitat G. Peccati, M. Yor, Hardy’s inequality in \(L^{2}\left (\left [0,1\right ]\right )\) and principal values of Brownian local times, in Asymptotic Methods in Stochastics. Fields Institute Communications Series (American Mathematical Society, Providence, 2004), pp. 49–74 G. Peccati, M. Yor, Hardy’s inequality in \(L^{2}\left (\left [0,1\right ]\right )\) and principal values of Brownian local times, in Asymptotic Methods in Stochastics. Fields Institute Communications Series (American Mathematical Society, Providence, 2004), pp. 49–74
19.
Zurück zum Zitat G. Peccati, M. Yor, Four limit theorems for quadratic functionals of Brownian motion and Brownian bridge, in Asymptotic Methods in Stochastics. Fields Institute Communication Series (American Mathematical Society, Providence, 2004), pp. 75–87 G. Peccati, M. Yor, Four limit theorems for quadratic functionals of Brownian motion and Brownian bridge, in Asymptotic Methods in Stochastics. Fields Institute Communication Series (American Mathematical Society, Providence, 2004), pp. 75–87
20.
Zurück zum Zitat D. Revuz, M. Yor, Continuous Martingales and Brownian Motion (Springer, Berlin, 1999)MATHCrossRef D. Revuz, M. Yor, Continuous Martingales and Brownian Motion (Springer, Berlin, 1999)MATHCrossRef
21.
Zurück zum Zitat C.A. Tudor, Analysis of Variations for Self-similar Processes: A Stochastic Calculus Approach (Springer, Berlin, 2013)CrossRef C.A. Tudor, Analysis of Variations for Self-similar Processes: A Stochastic Calculus Approach (Springer, Berlin, 2013)CrossRef
Metadaten
Titel
Convergence Towards Linear Combinations of Chi-Squared Random Variables: A Malliavin-Based Approach
verfasst von
Ehsan Azmoodeh
Giovanni Peccati
Guillaume Poly
Copyright-Jahr
2015
DOI
https://doi.org/10.1007/978-3-319-18585-9_16