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A Framework for Hybrid Computational Models.

Result description

Hybrid computational models can be seen as systems of computational agents. This paper proposes mechanisms that provide agents autonomous abilities in order to improve their performance within a multi-agent system. Our approach is utilizing an ontology-based description of agent and task types together with machine learning algorithms, such as evolutionary algorithms with logical reasoning. We propose a combination of an evolutionary algorithm and a formal logic resolution system which is able to createand verify new schemes. The approach is ilustrated on simple examples.

Keywords

multi-agent systemshybrid computational models

The result's identifiers

Alternative languages

  • Result language

    angličtina

  • Original language name

    A Framework for Hybrid Computational Models.

  • Original language description

    Hybrid computational models can be seen as systems of computational agents. This paper proposes mechanisms that provide agents autonomous abilities in order to improve their performance within a multi-agent system. Our approach is utilizing an ontology-based description of agent and task types together with machine learning algorithms, such as evolutionary algorithms with logical reasoning. We propose a combination of an evolutionary algorithm and a formal logic resolution system which is able to createand verify new schemes. The approach is ilustrated on simple examples.

  • Czech name

  • Czech description

Classification

  • Type

    Jx - Unclassified - Peer-reviewed scientific article (Jimp, Jsc and Jost)

  • CEP classification

    BA - General mathematics

  • OECD FORD branch

Result continuities

  • Project

    Result was created during the realization of more than one project. More information in the Projects tab.

  • Continuities

    P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)
    Z - Vyzkumny zamer (s odkazem do CEZ)

Others

  • Publication year

    2003

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Name of the periodical

    WSEAS Transactions on Computers

  • ISSN

    1109-2750

  • e-ISSN

  • Volume of the periodical

    2

  • Issue of the periodical within the volume

    4

  • Country of publishing house

    US - UNITED STATES

  • Number of pages

    6

  • Pages from-to

    868-873

  • UT code for WoS article

  • EID of the result in the Scopus database

Result type

Jx - Unclassified - Peer-reviewed scientific article (Jimp, Jsc and Jost)

Jx

CEP

BA - General mathematics

Year of implementation

2003