Short Literature Review for a General Player Model Based on Behavlets

Benjamin Ultan Cowley, Darryl Charles

    Tutkimustuotos: ArtikkelijulkaisuArtikkeliTieteellinen

    Kuvaus

    We present the first in a series of three academic essays which deal with the question of how to build a generalized player model. We begin with a proposition: a general model of players requires parameters for the subjective experience of play, including at least: player psychology, game structure, and actions of play. Based on this proposition, we pose three linked research questions, which make incomplete progress toward a generalised player model: RQ1 what is a necessary and sufficient foundation to a general player model?; RQ2 can such a foundation improve performance of a computational intelligence-based player model?; and RQ3 can such a player model improve efficacy of adaptive artificial intelligence in games? We set out the arguments behind these research questions in each of the three essays, presented as three preprints. The first essay, in this preprint, reviews the literature for the core foundations for a general player model. We then propose a plan for future work to systematically extend the review and thus provide an empirical answer to RQ1 above. This work will directly support the proposed approach to address RQ2 and RQ3 above. This review was developed to support our 'Behavlets' approach to player modelling; therefore if citing this work, please use the relevant citation: Cowley B, Charles D. Behavlets: a Method for Practical Player Modelling using Psychology-Based Player Traits and Domain Specific Features. User Modelling and User-Adapted Interaction. 2016 Feb 8; online (Special Issue on Personality in Personalized Systems):1-50.
    Alkuperäiskielienglanti
    LehtiarXiv.org
    Vuosikerta1603.06996
    Sivumäärä7
    ISSN2331-8422
    TilaJulkaistu - 22 maaliskuuta 2016
    OKM-julkaisutyyppiB1 Kirjoitus tieteellisessä aikakauslehdessä

    Lisätietoja

    7 pages, 1 table
    Volume:
    Proceeding volume:

    Tieteenalat

    • 515 Psykologia

    Lainaa tätä

    Cowley, Benjamin Ultan ; Charles, Darryl. / Short Literature Review for a General Player Model Based on Behavlets. Julkaisussa: arXiv.org . 2016 ; Vuosikerta 1603.06996.
    @article{70370f8026544ae6a975c7f4d15c0fe8,
    title = "Short Literature Review for a General Player Model Based on Behavlets",
    abstract = "We present the first in a series of three academic essays which deal with the question of how to build a generalized player model. We begin with a proposition: a general model of players requires parameters for the subjective experience of play, including at least: player psychology, game structure, and actions of play. Based on this proposition, we pose three linked research questions, which make incomplete progress toward a generalised player model: RQ1 what is a necessary and sufficient foundation to a general player model?; RQ2 can such a foundation improve performance of a computational intelligence-based player model?; and RQ3 can such a player model improve efficacy of adaptive artificial intelligence in games? We set out the arguments behind these research questions in each of the three essays, presented as three preprints. The first essay, in this preprint, reviews the literature for the core foundations for a general player model. We then propose a plan for future work to systematically extend the review and thus provide an empirical answer to RQ1 above. This work will directly support the proposed approach to address RQ2 and RQ3 above. This review was developed to support our 'Behavlets' approach to player modelling; therefore if citing this work, please use the relevant citation: Cowley B, Charles D. Behavlets: a Method for Practical Player Modelling using Psychology-Based Player Traits and Domain Specific Features. User Modelling and User-Adapted Interaction. 2016 Feb 8; online (Special Issue on Personality in Personalized Systems):1-50.",
    keywords = "cs.HC, H.1.2, 515 Psychology",
    author = "Cowley, {Benjamin Ultan} and Darryl Charles",
    note = "7 pages, 1 table Volume: Proceeding volume:",
    year = "2016",
    month = "3",
    day = "22",
    language = "English",
    volume = "1603.06996",
    journal = "arXiv.org",
    issn = "2331-8422",
    publisher = "Cornell University",

    }

    Short Literature Review for a General Player Model Based on Behavlets. / Cowley, Benjamin Ultan; Charles, Darryl.

    julkaisussa: arXiv.org , Vuosikerta 1603.06996, 22.03.2016.

    Tutkimustuotos: ArtikkelijulkaisuArtikkeliTieteellinen

    TY - JOUR

    T1 - Short Literature Review for a General Player Model Based on Behavlets

    AU - Cowley, Benjamin Ultan

    AU - Charles, Darryl

    N1 - 7 pages, 1 table Volume: Proceeding volume:

    PY - 2016/3/22

    Y1 - 2016/3/22

    N2 - We present the first in a series of three academic essays which deal with the question of how to build a generalized player model. We begin with a proposition: a general model of players requires parameters for the subjective experience of play, including at least: player psychology, game structure, and actions of play. Based on this proposition, we pose three linked research questions, which make incomplete progress toward a generalised player model: RQ1 what is a necessary and sufficient foundation to a general player model?; RQ2 can such a foundation improve performance of a computational intelligence-based player model?; and RQ3 can such a player model improve efficacy of adaptive artificial intelligence in games? We set out the arguments behind these research questions in each of the three essays, presented as three preprints. The first essay, in this preprint, reviews the literature for the core foundations for a general player model. We then propose a plan for future work to systematically extend the review and thus provide an empirical answer to RQ1 above. This work will directly support the proposed approach to address RQ2 and RQ3 above. This review was developed to support our 'Behavlets' approach to player modelling; therefore if citing this work, please use the relevant citation: Cowley B, Charles D. Behavlets: a Method for Practical Player Modelling using Psychology-Based Player Traits and Domain Specific Features. User Modelling and User-Adapted Interaction. 2016 Feb 8; online (Special Issue on Personality in Personalized Systems):1-50.

    AB - We present the first in a series of three academic essays which deal with the question of how to build a generalized player model. We begin with a proposition: a general model of players requires parameters for the subjective experience of play, including at least: player psychology, game structure, and actions of play. Based on this proposition, we pose three linked research questions, which make incomplete progress toward a generalised player model: RQ1 what is a necessary and sufficient foundation to a general player model?; RQ2 can such a foundation improve performance of a computational intelligence-based player model?; and RQ3 can such a player model improve efficacy of adaptive artificial intelligence in games? We set out the arguments behind these research questions in each of the three essays, presented as three preprints. The first essay, in this preprint, reviews the literature for the core foundations for a general player model. We then propose a plan for future work to systematically extend the review and thus provide an empirical answer to RQ1 above. This work will directly support the proposed approach to address RQ2 and RQ3 above. This review was developed to support our 'Behavlets' approach to player modelling; therefore if citing this work, please use the relevant citation: Cowley B, Charles D. Behavlets: a Method for Practical Player Modelling using Psychology-Based Player Traits and Domain Specific Features. User Modelling and User-Adapted Interaction. 2016 Feb 8; online (Special Issue on Personality in Personalized Systems):1-50.

    KW - cs.HC

    KW - H.1.2

    KW - 515 Psychology

    M3 - Article

    VL - 1603.06996

    JO - arXiv.org

    JF - arXiv.org

    SN - 2331-8422

    ER -