Article Instance

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{
    "pk": 28873,
    "title": "Exploring the space of human exploration using Entropy Mastermind",
    "subtitle": null,
    "abstract": "What drives people’s exploration in complex scenarios wherethey have to actively acquire information? How do peopleadapt their selection of queries to the environment? We explorethese questions using Entropy Mastermind, a novel variantof the Mastermind code-breaking game, in which participantshave to guess a secret code by making useful queries. Partici-pants solved games more efficiently if the entropy of the gameenvironment was low; moreover, people adapted their initialqueries to the scenario they were in. We also investigatedwhether it would be possible to predict participants’ querieswithin the generalized Sharma-Mittal information-theoreticframework. Although predicting individual queries was dif-ficult, the modeling framework offered important insights onhuman behavior. Entropy Mastermind opens up rich possibili-ties for modeling and behavioral research.",
    "language": "eng",
    "license": {
        "name": "",
        "short_name": "",
        "text": null,
        "url": ""
    },
    "keywords": [
        {
            "word": "Curiosity; Active Learning; Exploration; Entropy"
        }
    ],
    "section": "Papers with Poster Presentations",
    "is_remote": true,
    "remote_url": "https://escholarship.org/uc/item/3bb972t5",
    "frozenauthors": [
        {
            "first_name": "Eric",
            "middle_name": "",
            "last_name": "Schulz",
            "name_suffix": "",
            "institution": "Harvard University",
            "department": ""
        },
        {
            "first_name": "Lara",
            "middle_name": "",
            "last_name": "Bertram",
            "name_suffix": "",
            "institution": "Max Planck Institute for Human Development",
            "department": ""
        },
        {
            "first_name": "Matthias",
            "middle_name": "",
            "last_name": "Hofer",
            "name_suffix": "",
            "institution": "Max Planck Institute for Human Development",
            "department": ""
        },
        {
            "first_name": "Jonathan",
            "middle_name": "D.",
            "last_name": "Nelson",
            "name_suffix": "",
            "institution": "Max Planck Institute for Human Development",
            "department": ""
        }
    ],
    "date_submitted": null,
    "date_accepted": null,
    "date_published": "2019-01-01T18:00:00Z",
    "render_galley": null,
    "galleys": [
        {
            "label": "PDF",
            "type": "pdf",
            "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/28873/galley/18744/download/"
        }
    ]
}