Abstract
We consider rectangular N x n Toeplitz matrices generated by sequences of centered independent random variables and provide bounds on their operator norm under the assumption of finiteness of pth moments (p > 2). We also show that if N ≫ n log n then with high probability such matrices preserve the Euclidean norm up to an arbitrarily small error.
Mathematics Subject Classification (2010). 60B20, 60E15.
This is a preview of subscription content, log in via an institution.
Buying options
Tax calculation will be finalised at checkout
Purchases are for personal use only
Learn about institutional subscriptionsPreview
Unable to display preview. Download preview PDF.
References
R. Adamczak, A few remarks on the operator norm of random Toeplitz matrices. J. Theoret. Probab., 2010, 23, 85–108.
M.A. Arcones, E. Giné, On decoupling, series expansions, and tail behavior of chaos processes. J. Theoret. Probab., 1993, 6, 101–122.
Z.D. Bai, Methodologies in spectral analysis of large-dimensional random matrices, a review Statist. Sinica, 1999, 9, 611–677.
C. Borell, On a Taylor series of a Wiener polynomial. In Seminar Notes on Multiple Stochastic Integration, Polynomial Chaos and Their Integration. 1984. Case Western Reserve Univ., Cleveland.
A. Bose, S. Gangopadhyay, A. Sen, Limiting spectral distribution of XX′ matrices. Ann. Inst. Henri Poincaré Probab. Stat., 2010, 46, 677–707.
A. Bose, R.S. Hazra, K. Saha, Spectral norm of circulant-type matrices. J. Theoret. Probab., 2011, 24, 479–516.
W. Bryc, A. Dembo, T. Jiang, Spectral measure of large random Hankel, Markov and Toeplitz matrices. Ann. Probab., 2006, 34, 1–38.
V.H. de la Peña, E. Giné, Decoupling. From Dependence to Independence, Springer- Verlag, 1999.
C. Hammond, S.J. Miller, Distribution of eigenvalues for the ensemble of real symmetric Toeplitz matrices. J. Theoret. Probab., 2005, 18, 537–566.
D.L. Hanson, F.T. Wright, A bound on tail probabilities for quadratic forms in independent random variables. Ann. Math. Statist., 1971, 42, 1079–1083.
R. Latała, Tail and moment estimates for some types of chaos. Studia Math., 1999, 135, 39–53.
R. Latała, Estimates of moments and tails of Gaussian chaoses. Ann. Probab., 2006, 34, 2315–2331.
M. Ledoux, M. Talagrand, Probability in Banach spaces Springer-Verlag, 1991, 23.
M.W. Meckes, On the spectral norm of a random Toeplitz matrix. Electron. Comm. Probab., 2007, 12, 315–325.
H. Rauhut, Circulant and Toeplitz matrices in compressed sensing. Proceedings SPARS ’09. Saint-Malo, France, 2009.
A. Sen, B. Virág, The top eigenvalue of the random Toeplitz matrix and the Sine kernel. Available at http://arxiv.org/abs/1109.5494.
M. Talagrand, The generic chaining. Springer-Verlag, 2005.
N. Tomczak-Jaegermann,The moduli of smoothness and convexity and the Rademacher averages of trace classes S p (1 < p < ∞). Studia Math. 50 (1974), 163–182.
N. Tomczak-Jaegermann,Banach-Mazur distances and finite dimensional operator ideals. Longman Scientific & Technical, 1989, 38.
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2013 Springer Basel
About this paper
Cite this paper
Adamczak, R. (2013). On the Operator Norm of Random Rectangular Toeplitz Matrices. In: Houdré, C., Mason, D., Rosiński, J., Wellner, J. (eds) High Dimensional Probability VI. Progress in Probability, vol 66. Birkhäuser, Basel. https://doi.org/10.1007/978-3-0348-0490-5_16
Download citation
DOI: https://doi.org/10.1007/978-3-0348-0490-5_16
Published:
Publisher Name: Birkhäuser, Basel
Print ISBN: 978-3-0348-0489-9
Online ISBN: 978-3-0348-0490-5
eBook Packages: Mathematics and StatisticsMathematics and Statistics (R0)