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{
    "pk": 25646,
    "title": "A latent-mixture quantum probability model of causal reasoning within a Bayesian\ninference framework",
    "subtitle": null,
    "abstract": "We develop a quantum probability model that can account for\nsituations where people’s causal judgments violate the\nproperties of causal Bayes nets and demonstrate how the\nparameters of our model can be interpreted to provide\ninformation about underlying cognitive processes. We\nimplement this model within a hierarchical Bayesian\ninference framework that allows us to systematically identify\nindividual differences and also provide a latent classification\nof individuals into categories of causal and associative\nreasoners. Finally, we implement a basic normative causal\nBayes net within the same inference framework that allows us\nto directly compare quantum and classical probability models\nusing Bayes factors",
    "language": "eng",
    "license": {
        "name": "",
        "short_name": "",
        "text": null,
        "url": ""
    },
    "keywords": [
        {
            "word": "Causal reasoning; quantum probability; Bayesian\ngraphical models; causal Bayesian networks; individual\ndifferences; latent mixture models; violations of normative\nproperties; Bayesian inference; assoc"
        }
    ],
    "section": "Papers",
    "is_remote": true,
    "remote_url": "https://escholarship.org/uc/item/6431d4vd",
    "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": ""
        },
        {
            "first_name": "Joachim",
            "middle_name": "",
            "last_name": "Vandekerckhove",
            "name_suffix": "",
            "institution": "University of California Irvine",
            "department": ""
        },
        {
            "first_name": "Emmanuel",
            "middle_name": "M",
            "last_name": "Pothos",
            "name_suffix": "",
            "institution": "City University London",
            "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/25646/galley/15270/download/"
        }
    ]
}