Published July 2009
| Version v1
Journal article
The ensemble of random Markov matrices
Creators
- 1. CAMTP—Centre for Applied Mathematics and Theoretical Physics, University of Maribor, Krekova 2, SI-2000 Maribor (Slovenia)
- 2. Physics Department, Faculty of Mathematics and Physics, University of Ljubljana (Slovenia)
Description
The ensemble of random Markov matrices is introduced as a set of Markov or stochastic matrices with the maximal Shannon entropy. The statistical properties of the stationary distribution π, the average entropy growth rate h and the second-largest eigenvalue ν across the ensemble are studied. It is shown and heuristically proven that the entropy growth rate and second-largest eigenvalue of Markov matrices scale on average with the dimension of the matrices d as h∼log(O(d)) and |ν|∼d−1/2, respectively, yielding the asymptotic relation hτc∼1/2 between the entropy h and the correlation decay time τ = −1/log|ν|. Additionally, the correlation between h and τc is analysed; it decreases with increasing dimension d
Availability note (English)
Available from http://dx.doi.org/10.1088/1742-5468/2009/07/P07005Additional details
Identifiers
- DOI
- 10.1088/1742-5468/2009/07/P07005;
- PII
- S1742-5468(09)17983-9;
Publishing Information
- Journal Title
- Journal of Statistical Mechanics
- Journal Volume
- 2009
- Journal Issue
- 07
- Journal Page Range
- [14 p.]
- ISSN
- 1742-5468
INIS
- Country of Publication
- United Kingdom
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 45035048
- Subject category
- S71: CLASSICAL AND QUANTUM MECHANICS, GENERAL PHYSICS;
- Descriptors DEI
- ASYMPTOTIC SOLUTIONS; CORRELATIONS; EIGENVALUES; ENTROPY; MARKOV PROCESS; MATRICES; RANDOMNESS
- Descriptors DEC
- MATHEMATICAL SOLUTIONS; PHYSICAL PROPERTIES; STOCHASTIC PROCESSES; THERMODYNAMIC PROPERTIES