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{
    "pk": 49635,
    "title": "DilatedSleepNet: A Novel EEG Waveform-Aware Model for Single-Channel Automatic Sleep Staging",
    "subtitle": null,
    "abstract": "Sleep plays a crucial role in maintaining human health and improving quality of life. However, traditional manual sleep staging methods are not only time-consuming but also heavily reliant on expert experience, limiting their feasibility for largescale applications. Therefore, developing high-precision and fully automated sleep staging methods is essential for assisting clinical diagnosis. To address this research need, we propose\nan innovative automatic sleep staging network, DilatedSleepNet. This model introduces a novel multi-scale dilated convolution strategy to effectively capture the waveform characteristics of EEG signals, enabling accurate sleep stage classification using only single-channel EEG input. We systematically evaluated the performance of DilatedSleepNet on three publicly available datasets, achieving classification accuracies of\n86.8%, 83.2%, and 85.4%, respectively. Experimental results demonstrate that DilatedSleepNet exhibits outstanding generalization ability and robustness across multiple datasets, providing a strong technical foundation for the diagnosis and research of sleep-related disorders.",
    "language": "eng",
    "license": {
        "name": "",
        "short_name": "",
        "text": null,
        "url": ""
    },
    "keywords": [
        {
            "word": "Artificial Intelligence; Machine learning; Sleep; Electroencephalography (EEG)"
        }
    ],
    "section": "Papers with Poster Presentation",
    "is_remote": true,
    "remote_url": "https://escholarship.org/uc/item/3315p520",
    "frozenauthors": [
        {
            "first_name": "Zekun",
            "middle_name": "",
            "last_name": "Zheng",
            "name_suffix": "",
            "institution": "South China Normal University",
            "department": ""
        },
        {
            "first_name": "Zhuorong",
            "middle_name": "",
            "last_name": "Li",
            "name_suffix": "",
            "institution": "South China Normal University",
            "department": ""
        },
        {
            "first_name": "Pei",
            "middle_name": "",
            "last_name": "Mei",
            "name_suffix": "",
            "institution": "South China Normal University",
            "department": ""
        },
        {
            "first_name": "Fei",
            "middle_name": "",
            "last_name": "Wang",
            "name_suffix": "",
            "institution": "South China Normal University",
            "department": ""
        }
    ],
    "date_submitted": null,
    "date_accepted": null,
    "date_published": "2025-01-01T18:00:00Z",
    "render_galley": null,
    "galleys": [
        {
            "label": "PDF",
            "type": "pdf",
            "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/49635/galley/37597/download/"
        }
    ]
}