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A cross-linguistic depression detection method based on speech data

delete2025-06-24
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PRE
AI
S
Shengjie Qin
Y
Yuezhou Zhang
Y
Yuliang Ma
李辉 封面图
李辉 (Hui Li)
X
Xingxing Li
B
Bin Lian
W
Weiming Cai
J
Jialin Cui
X
Xianghong Zhao
DOI:10.1016/j.jad.2025.119739delete
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摘要

摘要

En 中文
• 本研究证明了使用语音数据开展跨语言抑郁症检测的可行性。 • 在中文/英文组内(健康组与抑郁症组)以及跨语言条件下,存在显著的语音特征差异。 • 所提出的方法对齐了跨语言语音特征,简化了多语言数据集的构建。 • 所提出的方法在英语(源域)上达到88.7%的准确率,在中文(目标域)上达到81.1%的准确率。

期刊

Journal of Affective Disorders 封面图
Journal of Affective Disorders
IF:
4.9
论文数:
2.1W
被引数:
6.9W

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