Abstract
Let \(\mu \) be a probability measure on \(\textrm{GL}_d(\mathbb {R})\) and denote by \(S_n:= g_n \cdots g_1\) the associated random matrix product, where \(g_j\)’s are i.i.d.’s with law \(\mu \). We study statistical properties of random variables of the form
where \(x \in \mathbb {P}^{d-1}\), \(\sigma \) is the norm cocycle and u belongs to a class of admissible functions on \(\mathbb {P}^{d-1}\) with values in \(\mathbb {R}\cup \{\pm \infty \}\). Assuming that \(\mu \) has a finite exponential moment and generates a proximal and strongly irreducible semigroup, we obtain optimal Berry–Esseen bounds and the Local Limit Theorem for such variables using a large class of observables on \(\mathbb {R}\) and Hölder continuous target functions on \(\mathbb {P}^{d-1}\). As particular cases, we obtain new limit theorems for \(\sigma (S_n,x)\) and for the coefficients of \(S_n\).
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Notes
The notation \(H_y\) was used before to denote a hyperplane in \(\mathbb {P}^{d-1}\). There should be no confusion with a real-valued function H on \(\mathbb R\) above.
References
Benoist, Y., Quint, J.-F.: Central limit theorem for linear groups. Ann. Probab. 44(2), 1308–1340 (2016)
Benoist, Y., Quint, J.-F.: Random Walks on Reductive Groups , Volume 62 of Ergebnisse der Mathematik und ihrer Grenzgebiete. 3. Folge. A Series of Modern Surveys in Mathematics [Results in Mathematics and Related Areas. 3rd Series. A Series of Modern Surveys in Mathematics]. Springer, Cham (2016)
Bougerol, P., Lacroix, J.: Products of Random Matrices with Applications to Schrödinger Operators, Volume 8 of Progress in Probability and Statistics. Birkhäuser Boston Inc, Boston (1985)
Christophe, C., Dedecker, J., Merlevède, F., Peligrad, M.: Berry–Esseen type bounds for the left random walk on \(\text{GL}_d(R)\) under polynomial moment conditions. hal-03329189 (2021)
Cuny, C., Dedecker, J., Merlevède, F., Peligrad, M.: Berry–Esseen type bounds for the matrix coefficients and the spectral radius of the left random walk on \(\text{ GL}_d(R)\). http://arxiv.org/abs/2110.10937 (2021)
Dinh, T.-C., Kaufmann, L., Wu, H.: Products of random matrices: a dynamical point of view. Pure Appl. Math. Q. 17(3), 933–969 (2021)
Dinh, T.-C., Kaufmann, L., Wu, H.: Random walks on \(\text{ SL}_2(C)\): spectral gap and limit theorems. http://arxiv.org/abs/2106.04019 (2021)
Dinh, T.-C., Kaufmann, L., Wu, H.: Berry–Esseen bound and Local Limit Theorem for the coefficients of products of random matrices. J. Inst. Math. Jussieu. (to appear). http://arxiv.org/abs/2110.09032 (2021)
Feller, W.: An Introduction to Probability Theory and Its Applications, vol. II, 2nd edn. Wiley, New York (1971)
Furstenberg, H.: Noncommuting random products. Trans. Am. Math. Soc. 108, 377–428 (1963)
Furstenberg, H., Kesten, H.: Products of random matrices. Ann. Math. Stat. 31, 457–469 (1960)
Grama, I., Quint, J.-F., Xiao, H.: A zero-one law for invariant measures and a local limit theorem for coefficients of random walks on the general linear group. http://arxiv.org/abs/2009.11593 (2020)
Guivarc’h, Y.: Produits de matrices aléatoires et applications aux propriétés géométriques des sous-groupes du groupe linéaire. Ergod. Theory Dyn. Syst. 10(3), 483–512 (1990)
Guivarc’h, Y., Raugi, A.: Frontière de Furstenberg, propriétés de contraction et théorèmes de convergence. Z. Wahrsch. Verw. Gebiete 69(2), 187–242 (1985)
Le Page, E.: Théorèmes limites pour les produits de matrices aléatoires. In: Probability Measures on Groups (Oberwolfach, 1981), Volume 928 of Lecture Notes in Mathematics, pp. 258–303. Springer, Berlin (1982)
Petrov, V.V.: Sums of independent random variables. Ergebnisse der Mathematik und ihrer Grenzgebiete, Band 82. Springer-Verlag, New York (Translated from the Russian by A. A. Brown) (1975)
Tao, T.: An Introduction to Measure Theory, Volume 126 of Graduate Studies in Mathematics. American Mathematical Society (AMS), Providence (2011)
Triebel, H.: Interpolation Theory, Function Spaces, Differential Operators, Volume 18 of North-Holland Mathematical Library. North-Holland Publishing Co., Amsterdam (1978)
Xiao, H., Grama, I., Liu, Q.: Berry–Esseen bound and precise moderate deviations for products of random matrices. http://arxiv.org/abs/1907.02438 to appear in J. Eur. Math. Soc. (2019)
Xiao, H., Grama, I., Liu, Q.: Berry–Esseen bound and moderate deviations for the random walk on \(\text{ GL}_d(R)\). hal:02911533 (2020)
Xiao, H., Grama, I., Liu, Q.: Limit theorems for the coefficients of random walks on the general linear group. http://arxiv.org/abs/2111.10569 (2021)
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We would like to thank the anonymous referee for the remarks which helped us improve the presentation.
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This work was supported by the NUS and MOE Grants AcRF Tier 1 R-146-000-319-114 and MOE-T2EP20120-0010. L. Kaufmann was supported by the Institute for Basic Science (IBS-R032-D1).
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Dinh, TC., Kaufmann, L. & Wu, H. Berry–Esseen Bounds with Targets and Local Limit Theorems for Products of Random Matrices. J Geom Anal 33, 76 (2023). https://doi.org/10.1007/s12220-022-01127-3
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DOI: https://doi.org/10.1007/s12220-022-01127-3