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{
    "pk": 26694,
    "title": "Instance-based Learning in Multi-cue Diagnosis",
    "subtitle": null,
    "abstract": "Decision heuristics are often described as fast and frugal, taking little time and few computations to make a gooddecision (Gigerenzer & Todd, 1999). Fast & Frugal Trees (F&FTs) are a type of decision heuristic that are a special case ofdecision trees in which there is a possible exit out of the decision process at every node in the tree (Luan, Schooler, & Gigerenzer,2011). We present predictions from a computational process model of learning in a multi-cue diagnosis task with and withoutinformation acquisition costs and across different penalty values for errors. The model uses Instance-Based Learning Theory(IBLT) to acquire new knowledge and makes precise performance predictions across a range of dependent variables. We willcompare the a priori model predictions to F&FT-constrained machine learning results on the same stimuli and also to empiricalresults collected from human participants making decisions in the same environment.",
    "language": "eng",
    "license": {
        "name": "",
        "short_name": "",
        "text": null,
        "url": ""
    },
    "keywords": [],
    "section": "Member Abstracts",
    "is_remote": true,
    "remote_url": "https://escholarship.org/uc/item/5sz5x0m0",
    "frozenauthors": [
        {
            "first_name": "Christopher",
            "middle_name": "",
            "last_name": "Myers",
            "name_suffix": "",
            "institution": "Air Force Research Laboratory",
            "department": ""
        },
        {
            "first_name": "Kevin",
            "middle_name": "",
            "last_name": "Gluck",
            "name_suffix": "",
            "institution": "Air Force Research Laboratory",
            "department": ""
        },
        {
            "first_name": "Andrew",
            "middle_name": "",
            "last_name": "Halsey",
            "name_suffix": "",
            "institution": "Air Force Research Laboratory",
            "department": ""
        },
        {
            "first_name": "Jack",
            "middle_name": "",
            "last_name": "Harris",
            "name_suffix": "",
            "institution": "Air Force Research Laboratory",
            "department": ""
        }
    ],
    "date_submitted": null,
    "date_accepted": null,
    "date_published": "2016-01-01T18:00:00Z",
    "render_galley": null,
    "galleys": [
        {
            "label": "PDF",
            "type": "pdf",
            "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/26694/galley/16330/download/"
        }
    ]
}