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{
    "pk": 27079,
    "title": "Towards Automated Classification of Emotional Facial Expressions",
    "subtitle": null,
    "abstract": "Emotional state influences nearly every aspect of human cog-nition. However, coding emotional state is a costly processthat relies on proprietary software or the subjective judgmentsof trained raters, highlighting the need for a reliable, automaticmethod of recognizing and labeling emotional expression. Wedemonstrate that machine learning methods can approach near-human levels for categorization of facial expression in natural-istic experiments. Our results show relative success of modelson highly controlled stimuli and relative failure on less con-trolled images, emphasizing the need for real-world data forapplication to real-world experiments. We then test the poten-tial of combining multiple freely available datasets to broadlycategorize faces that vary across age, race, gender and photo-graphic quality.",
    "language": "eng",
    "license": {
        "name": "",
        "short_name": "",
        "text": null,
        "url": ""
    },
    "keywords": [
        {
            "word": "Classification"
        },
        {
            "word": "machine learning"
        },
        {
            "word": "computer vision"
        },
        {
            "word": "Support Vector Machines"
        },
        {
            "word": "emotion and cognition"
        },
        {
            "word": "facial recog-nition"
        }
    ],
    "section": "Posters: Papers",
    "is_remote": true,
    "remote_url": "https://escholarship.org/uc/item/3hg6h3f3",
    "frozenauthors": [
        {
            "first_name": "Lewis",
            "middle_name": "J.",
            "last_name": "Baker",
            "name_suffix": "",
            "institution": "Rutgers University",
            "department": ""
        },
        {
            "first_name": "Vanessa",
            "middle_name": "",
            "last_name": "LoBue",
            "name_suffix": "",
            "institution": "Rutgers University",
            "department": ""
        },
        {
            "first_name": "#N/A",
            "middle_name": "",
            "last_name": "Bonawitz",
            "name_suffix": "",
            "institution": "Rutgers University",
            "department": ""
        },
        {
            "first_name": "#N/A",
            "middle_name": "",
            "last_name": "Shafto",
            "name_suffix": "",
            "institution": "Rutgers University",
            "department": ""
        }
    ],
    "date_submitted": null,
    "date_accepted": null,
    "date_published": "2017-01-01T18:00:00Z",
    "render_galley": null,
    "galleys": [
        {
            "label": "PDF",
            "type": "pdf",
            "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/27079/galley/16715/download/"
        }
    ]
}