Predicting Mental Health Status in the Context of Web Browsing | |
Nie, D (Nie, Dong); Ning, Y (Ning, Yue); Zhu, TS (Zhu, Tingshao) | |
2012 | |
通讯作者邮箱 | tszhu@psych.ac.cn |
会议名称 | 11th IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT) |
会议录名称 | 2012 IEEE/WIC/ACM INTERNATIONAL CONFERENCE ON WEB INTELLIGENCE AND INTELLIGENT AGENT TECHNOLOGY WORKSHOPS (WI-IAT WORKSHOPS |
页码 | 185-189 |
会议日期 | DEC 04-07, 2012 |
会议地点 | Macau, PEOPLES R CHINA |
摘要 | Currently, people around the world are suffering from mental disorders. Given the wide-spread use of the Internet, we propose to predict users' mental health status based on browsing behavior, and further recommend suggestions for adjustment. To identify mental health status, we extract the user's web browsing behavior, and train a Support Vector Machine(SVM) model for prediction. Based on the predicted status, our recommender system generates suggestions for adjusting mental disorders. We have implemented a system named WebMind as the experimental platform integrated with the predicting model and recommendation engine. We have conducted user study to test the effectiveness of the predicting model, and the result demonstrates that the recommender system performs fairly well. |
关键词 | Mental Health Web Browsing Behavior Prediction And Recommendation |
DOI | 10.1109/WI-IAT.2012.196 |
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/311026/26556 |
专题 | 社会与工程心理学研究室 |
作者单位 | Univ Chinese Acad Sci, CAS, Inst Psychol, Beijing 100190, Peoples R China |
推荐引用方式 GB/T 7714 | Nie, D ,Ning, Y ,Zhu, TS . Predicting Mental Health Status in the Context of Web Browsing[C],2012:185-189. |
条目包含的文件 | 条目无相关文件。 |
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。
修改评论