MURAL - Maynooth University Research Archive Library



    The Importance of Neutral Mutations in GP


    Galván-López, Edgar and Rodríguez-Vázquez, Katya (2006) The Importance of Neutral Mutations in GP. Lecture Notes in Computer Science, 4193. pp. 870-879. ISSN 0302-9743

    [img]
    Preview
    Download (1MB) | Preview


    Share your research

    Twitter Facebook LinkedIn GooglePlus Email more...



    Add this article to your Mendeley library


    Abstract

    Understanding how neutrality works in EC systems has drawn increasing attention. However, some researchers have found neutrality to be beneficial for the evolutionary process while others have found it either useless or worse. We believe there are various reasons for these contradictory results: (a) many studies have based their conclusions using crossover and mutation as main operators rather than using only mutation (Kimura’s studies were done analysing only mutations) and, (b) studies often consider problems and representation with larger complexity. The aim of this paper is to analyse how neutral mutations tend to behave in GP and establish how important they are. For this purpose we introduce an approach which has two advantages: (a) it allows us to specify neutrality and, (b) this makes possible to understand how neutrality affects the evolutionary search process.

    Item Type: Article
    Keywords: Importance; Neutral Mutations; GP;
    Academic Unit: Faculty of Science and Engineering > Computer Science
    Faculty of Science and Engineering > Research Institutes > Hamilton Institute
    Item ID: 15437
    Identification Number: https://doi.org/10.1007/11844297_88
    Depositing User: Edgar Galvan
    Date Deposited: 08 Feb 2022 13:37
    Journal or Publication Title: Lecture Notes in Computer Science
    Publisher: Springer Verlag
    Refereed: Yes
    URI:

    Repository Staff Only(login required)

    View Item Item control page

    Downloads

    Downloads per month over past year