Journal article Open Access

Stochastic Stability of Perturbed Learning Automata in Positive-Utility Games

Chasparis, Georgios


JSON-LD (schema.org) Export

{
  "description": "<p>This paper considers a class of reinforcement-based learning (namely, perturbed learning automata) and provides a<br>\nstochastic-stability analysis in repeatedly-played, positive-utility, strategic-form games. Prior work in this class of learning dynamics primarily analyzes asymptotic convergence through stochastic approximations, where convergence can be associated with the limit points of an ordinary-differential equation (ODE). However, analyzing global convergence through an ODE-approximation requires the existence of a Lyapunov or a potential function, which naturally restricts the analysis to a fine class of games. To overcome these limitations, this paper introduces an alternative framework for analyzing asymptotic convergence that is based upon an explicit characterization of the invariant probability measure of the induced Markov chain. We further provide a methodology for computing the invariant probability measure in<br>\npositive-utility games, together with an illustration in the context of coordination games.</p>", 
  "license": "http://creativecommons.org/licenses/by/4.0/legalcode", 
  "creator": [
    {
      "affiliation": "Software Competence Center Hagenberg GmbH", 
      "@id": "https://orcid.org/0000-0003-3059-3575", 
      "@type": "Person", 
      "name": "Chasparis, Georgios"
    }
  ], 
  "url": "https://zenodo.org/record/1186647", 
  "image": "https://zenodo.org/static/img/logos/zenodo-gradient-round.svg", 
  "datePublished": "2018-02-21", 
  "headline": "Stochastic Stability of Perturbed Learning Automata in Positive-Utility Games", 
  "keywords": [
    "Learning automata, distributed optimization, stochastic stability"
  ], 
  "@context": "https://schema.org/", 
  "identifier": "https://doi.org/10.5281/zenodo.1186647", 
  "@id": "https://doi.org/10.5281/zenodo.1186647", 
  "@type": "ScholarlyArticle", 
  "name": "Stochastic Stability of Perturbed Learning Automata in Positive-Utility Games"
}
3
10
views
downloads
All versions This version
Views 33
Downloads 1010
Data volume 4.4 MB4.4 MB
Unique views 33
Unique downloads 99

Share

Cite as