Article Instance

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{
    "pk": 25647,
    "title": "Reconstructing the Bayesian Adaptive Toolbox: Challenges of a dynamic\nenvironment and partial information acquisition",
    "subtitle": null,
    "abstract": "We show how dynamic (changing) environments can affect\nchoice behavior, and highlight the challenges that recent\nmodels face in explaining the learning and selection of\nheuristic strategies under such conditions, especially when\ndecisions are made using only a small subset of the available\ninformation. We propose an enhanced modeling framework\nthat includes a trial-by-trial implementation of a Bayesian\nadaptive toolbox, redefinition of heuristic strategies, and\nincorporation of intricate learning rate mechanisms into a\nstrategy learning model. We use data from a new empirical\nstudy to show how this improves the quality of inference",
    "language": "eng",
    "license": {
        "name": "",
        "short_name": "",
        "text": null,
        "url": ""
    },
    "keywords": [
        {
            "word": "Learning; Bayesian graphical models; strategy\nselection; heuristics; adaptive toolbox; Bayesian inference;\ndynamic environments; reinforcement learning"
        }
    ],
    "section": "Papers",
    "is_remote": true,
    "remote_url": "https://escholarship.org/uc/item/34m2d2n6",
    "frozenauthors": [
        {
            "first_name": "Percey",
            "middle_name": "K",
            "last_name": "Mistry",
            "name_suffix": "",
            "institution": "University of California Irvine",
            "department": ""
        },
        {
            "first_name": "Jennifer",
            "middle_name": "S",
            "last_name": "Trueblood",
            "name_suffix": "",
            "institution": "University of California Irvine",
            "department": ""
        }
    ],
    "date_submitted": null,
    "date_accepted": null,
    "date_published": "2015-01-01T18:00:00Z",
    "render_galley": null,
    "galleys": [
        {
            "label": "PDF",
            "type": "pdf",
            "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/25647/galley/15271/download/"
        }
    ]
}