Fast Approximation of the $p$-Radius, Matrix Pressure, or Generalized Lyapunov Exponent for Positive and Dominated Matrices
نویسندگان
چکیده
If $A_1,\ldots,A_N$ are real $d \times d$ matrices, then the $p$-radius, generalized Lyapunov exponent, or matrix pressure is defined to be asymptotic exponential growth rate of sum $\sum_{i_1,\ldots,i_n=1}^N \|A_{i_n}\cdots A_{i_1}\|^p$, where $p$ a parameter. Under its various names this quantity has been investigated for applications topics including wavelet regularity and refinement equations, fractal geometry, large deviations theory random products. In article we present new algorithm computing $p$-radius under hypothesis that matrices all positive (or more generally they satisfy weaker condition called domination) very low dimension. This based on interpreting as leading eigenvalue trace-class operator Hilbert space estimating via approximations Fredholm determinant operator. respect our method closely related work Z.-Q. Bai M. Pollicott top exponent product. For pairs dimension two yields substantial improvements over existing methods.
منابع مشابه
Fast Methods for Computing the p-Radius of Matrices
The p-radius characterizes the average rate of growth of norms of matrices in a multiplicative semigroup. This quantity has found several applications in recent years. We raise the question of its computability. We prove that the complexity of its approximation increases exponentially with p. We then describe a series of approximations that converge to the p-radius with a priori computable accu...
متن کاملOn the Approximation of Matrix Products and Positive Definite Matrices
In this paper, we introduce and analyze new randomized and deterministic algorithms to approximate the product of two matrices. In addition we provide what is, to the best of our knowledge, the first relative error bound for the Nyström approximation of quadratic forms. While deriving the proofs of the results, we highlight several new connections between matrix products, the Nyström extension ...
متن کاملExact Lyapunov Exponent for Infinite Products of Random Matrices
In this work, we give a rigorous explicit formula for the Lyapunov exponent for some binary infinite products of random 2 × 2 real matrices. All these products are constructed using only two types of matrices, A and B, which are chosen according to a stochastic process. The matrix A is singular, namely its determinant is zero. This formula is derived by using a particular decomposition for the ...
متن کاملPositive Lyapunov Exponent by a Random Perturbation
We study the effect of a random perturbation on a one-parameter family of dynamical systems whose behavior in the absence of perturbation is ill understood. We provide conditions under which the perturbed system is ergodic and admits a positive Lyapunov exponent, with an explicit lower bound, for a large and controlled set of parameter values. Acknowledgements. The authors are indebted to Lai-S...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: SIAM Journal on Matrix Analysis and Applications
سال: 2022
ISSN: ['1095-7162', '0895-4798']
DOI: https://doi.org/10.1137/19m1303964