Identification the Activities of Daily Living Based on Decision Tree

被引:0
|
作者
Chen, Rung-Ching [1 ]
Zhao, Qiangfu [2 ]
Tsai, Chia-Ming [1 ]
Dai, Bin [1 ]
机构
[1] Chaoyang Univ Technol, Dept Informat Management, Taichung, Taiwan
[2] Univ Aizu, Comp & Informat Syst, Fukushima, Japan
来源
2015 IEEE 7TH INTERNATIONAL CONFERENCE ON AWARENESS SCIENCE & TECHNOLOGY (ICAST) | 2015年
关键词
Fuzzy logic; Fuzzy decision trees; Activity recognition;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The basic concept of smart environment is to be aware of the context information related to environmental and human behavioral changes, and to provide appropriate services accordingly. To obtain the context information, people often use video cameras, microphones, and other devices. These devices can obtain complex environmental data but they also need powerful equipment for handling the data. In addition, monitoring equipment will generate privacy issues. Users will generate sense of exclusion. In these devices, users generally dislike the graphic and audio monitoring equipment. We mainly coHect user activity information through the most simple data quality of sensor. Due to amount of activity of human is difficult to make computers understand by natural language. On the other hand, activity vulnerable to external factors produce different variations. In order to effectively address these issues, we propose an activity to identify architecture based on fuzzy logic. This method using fuzzy logic deal with sensor data and using fuzzy decision trees identification of a user's activities. According to the results of preliminary experiments, the system can identify 85.49% the daily activities.
引用
收藏
页码:157 / 162
页数:6
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