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{
    "pk": 29236,
    "title": "Analysis on learning a latent structure in a probabilistic reversal learning task",
    "subtitle": null,
    "abstract": "We need to be flexible to adapt to dynamically changing circumstances. A probabilistic reversal learning task is one ofthe experimental paradigms to characterize flexibility of a subject. In recent studies, it is hypothesized that a subject mayutilize not only a reward history but also a cognitive map representing a latent structure of the task. In this study, weconducted an experiment using the task toward understanding a process of learning a latent structure of the task. We foundsubjects choose a rewarding option with relatively high frequency in a later phase of the task. Analyzing the subjectsdecision making, it is suggested that they make decision based on their own estimation about the latent structure. Astatistical model selection suggested that a reinforcement learning model with state representations fit behavioral data inthe later phase. These results suggest the subjects learn the latent structure during the task.",
    "language": "eng",
    "license": {
        "name": "",
        "short_name": "",
        "text": null,
        "url": ""
    },
    "keywords": [],
    "section": "Member Abstracts",
    "is_remote": true,
    "remote_url": "https://escholarship.org/uc/item/08654321",
    "frozenauthors": [
        {
            "first_name": "Akira",
            "middle_name": "",
            "last_name": "Masumi",
            "name_suffix": "",
            "institution": "National Institute of Technology",
            "department": ""
        },
        {
            "first_name": "Takashi",
            "middle_name": "",
            "last_name": "Sato",
            "name_suffix": "",
            "institution": "National Institute of Technology",
            "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/29236/galley/19107/download/"
        }
    ]
}