Conference paper Open Access

Aspiration-based Perturbed Learning Automata

Chasparis, Georgios


JSON Export

{
  "files": [
    {
      "links": {
        "self": "https://zenodo.org/api/files/e976e934-6662-4f28-931f-3c2ac2c0f557/2017_ECC18_AspirationBasedReinforcementLearning_final.pdf"
      }, 
      "checksum": "md5:81a328c1ef9fe40cc1354e22b059b085", 
      "bucket": "e976e934-6662-4f28-931f-3c2ac2c0f557", 
      "key": "2017_ECC18_AspirationBasedReinforcementLearning_final.pdf", 
      "type": "pdf", 
      "size": 307279
    }
  ], 
  "owners": [
    42180
  ], 
  "doi": "10.5281/zenodo.1186662", 
  "stats": {
    "version_unique_downloads": 6.0, 
    "unique_views": 6.0, 
    "views": 6.0, 
    "downloads": 6.0, 
    "unique_downloads": 6.0, 
    "version_unique_views": 6.0, 
    "volume": 1843674.0, 
    "version_downloads": 6.0, 
    "version_views": 6.0, 
    "version_volume": 1843674.0
  }, 
  "links": {
    "doi": "https://doi.org/10.5281/zenodo.1186662", 
    "conceptdoi": "https://doi.org/10.5281/zenodo.1186661", 
    "bucket": "https://zenodo.org/api/files/e976e934-6662-4f28-931f-3c2ac2c0f557", 
    "conceptbadge": "https://zenodo.org/badge/doi/10.5281/zenodo.1186661.svg", 
    "html": "https://zenodo.org/record/1186662", 
    "latest_html": "https://zenodo.org/record/1186662", 
    "badge": "https://zenodo.org/badge/doi/10.5281/zenodo.1186662.svg", 
    "latest": "https://zenodo.org/api/records/1186662"
  }, 
  "conceptdoi": "10.5281/zenodo.1186661", 
  "created": "2018-03-08T08:35:21.881493+00:00", 
  "updated": "2019-04-09T13:35:29.807829+00:00", 
  "conceptrecid": "1186661", 
  "revision": 3, 
  "id": 1186662, 
  "metadata": {
    "access_right_category": "success", 
    "doi": "10.5281/zenodo.1186662", 
    "description": "<p>This paper introduces a novel payoff-based learning scheme for distributed optimization in repeatedly-played strategic-form games. Standard reinforcement-based learning exhibits several limitations with respect to their asymptotic stability. For example, in two-player coordination games, payoff-dominant (or efficient) Nash equilibria may not be stochastically stable. In this work, we present an extension of perturbed learning automata, namely aspiration-based perturbed learning automata (APLA) that overcomes these limitations. We provide a stochastic stability analysis in multi-player coordination games. In the case of two-player coordination games, we show that the payoff-dominant Nash equilibrium is the unique stochastically stable state.</p>", 
    "license": {
      "id": "CC-BY-4.0"
    }, 
    "title": "Aspiration-based Perturbed Learning Automata", 
    "relations": {
      "version": [
        {
          "count": 1, 
          "index": 0, 
          "parent": {
            "pid_type": "recid", 
            "pid_value": "1186661"
          }, 
          "is_last": true, 
          "last_child": {
            "pid_type": "recid", 
            "pid_value": "1186662"
          }
        }
      ]
    }, 
    "grants": [
      {
        "code": "644235", 
        "links": {
          "self": "https://zenodo.org/api/grants/10.13039/501100000780::644235"
        }, 
        "title": "REfactoring Parallel Heterogeneous Resource-Aware Applications  - a Software Engineering Approach", 
        "acronym": "RePhrase", 
        "program": "H2020", 
        "funder": {
          "doi": "10.13039/501100000780", 
          "acronyms": [
            "EC"
          ], 
          "name": "European Commission", 
          "links": {
            "self": "https://zenodo.org/api/funders/10.13039/501100000780"
          }
        }
      }
    ], 
    "keywords": [
      "Learning automata, distributed optimization, coordination games"
    ], 
    "publication_date": "2018-03-01", 
    "creators": [
      {
        "orcid": "0000-0003-3059-3575", 
        "affiliation": "Software Competence Center Hagenberg GmbH", 
        "name": "Chasparis, Georgios"
      }
    ], 
    "meeting": {
      "acronym": "ECC'18", 
      "url": "http://www.ecc18.eu/", 
      "dates": "12-15 June 2018", 
      "place": "Limassol, Cyprus", 
      "title": "European Control Conference 2018"
    }, 
    "access_right": "open", 
    "resource_type": {
      "subtype": "conferencepaper", 
      "type": "publication", 
      "title": "Conference paper"
    }, 
    "related_identifiers": [
      {
        "scheme": "doi", 
        "relation": "isVersionOf", 
        "identifier": "10.5281/zenodo.1186661"
      }
    ]
  }
}
6
6
views
downloads
All versions This version
Views 66
Downloads 66
Data volume 1.8 MB1.8 MB
Unique views 66
Unique downloads 66

Share

Cite as