Different performances of speech and natural gait in identifying anxiety and depression | |
Jing, Chunke1,2; Liu, Xiaoqian1; Jing, Chunke1; Liu, Xiaoqian1 | |
2019-08 | |
通讯作者邮箱 | liu, xiaoqian ; zhu, tingshao |
会议名称 | 5th International Conference on Human Centered Computing |
会议录名称 | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) |
页码 | 200-210 |
会议日期 | August 5, 2019 - August 7, 2019 |
会议地点 | 不详 |
出版者 | Springer |
摘要 |
Recognition of individual’s emotions using the data of speech and natural gait has been proved effective by previous studies. This study establishes a supervised regression model based on individual’s speech and natural gait data to predict the scores of depression and anxiety. The results show that the performance of the predictive model based on gait features is better than that of speech features. The basic processes are as follows: First, we recruited 88 participants and collected their speech data and natural gait data in laboratory; Second, we required each participant to finish the anxiety and depression scales (PHQ-9, CES-D, T-AI, and GAD-7), to get the anxiety and depression scores as the tagging data for modeling; Third, we extracted 6125 features from each participant’s speech data and 1602 features from the gait data; Finally, we used a variety of machine learning algorithms to train and test the predictive models. The results show that the max Pearson Correlation Coefficient between the predicted scores and the questionnaire scores of the speech-based model is 0.43, and the max Pearson Correlation Coefficient of the gait-based model is 0.73, which is much better than the speech-based model. |
DOI | 10.1007/978-3-030-37429-7_20 |
ISBN号 | 13:9783030374280 |
收录类别 | EI |
语种 | 英语 |
引用统计 | |
文献类型 | 会议论文 |
条目标识符 | http://ir.psych.ac.cn/handle/311026/31312 |
专题 | 社会与工程心理学研究室 |
作者单位 | 1.Institution of Psychology, Chinese Academy of Sciences, Beijing, China 2.Department of Psychology, University of Chinese Academy of Science, Beijing, China |
推荐引用方式 GB/T 7714 | Jing, Chunke,Liu, Xiaoqian,Jing, Chunke,et al. Different performances of speech and natural gait in identifying anxiety and depression[C]:Springer,2019:200-210. |
条目包含的文件 | 条目无相关文件。 |
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