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
相关论文
共 50 条
  • [1] Application of Logistic Regression and Decision Tree Models in the Prediction of Activities of Daily Living in Patients with Stroke
    Zhang, Qile
    Zhang, Zheyu
    Huang, Xiuqing
    Zhou, Chun
    Xu, Jian
    NEURAL PLASTICITY, 2022, 2022
  • [2] RFID based activities of daily living recognition
    Bergeron, Frederic
    Giroux, Sylvain
    Bouchard, Kevin
    Gaboury, Sebastien
    2017 IEEE SMARTWORLD, UBIQUITOUS INTELLIGENCE & COMPUTING, ADVANCED & TRUSTED COMPUTED, SCALABLE COMPUTING & COMMUNICATIONS, CLOUD & BIG DATA COMPUTING, INTERNET OF PEOPLE AND SMART CITY INNOVATION (SMARTWORLD/SCALCOM/UIC/ATC/CBDCOM/IOP/SCI), 2017,
  • [3] Using decision tree analysis to identify population groups at risk of subjective unmet need for assistance with activities of daily living
    Jaehn, Philipp
    Fuegemann, Hella
    Goedde, Kathrin
    Holmberg, Christine
    BMC GERIATRICS, 2023, 23 (01)
  • [4] Using decision tree analysis to identify population groups at risk of subjective unmet need for assistance with activities of daily living
    Philipp Jaehn
    Hella Fügemann
    Kathrin Gödde
    Christine Holmberg
    BMC Geriatrics, 23 (1)
  • [5] An Approach to the Fusion of Probabilities of Activities for the Robust Identification of Activities of Daily Living (ADL)
    Wilken, Olaf
    Hein, Andreas
    Gietzelt, Matthias
    Spehr, Jens
    AMBIENT ASSISTED LIVING, 2011, : 197 - +
  • [6] ACTIVITIES OF DAILY LIVING
    Murray, Yxta Maya
    GEORGIA REVIEW, 2022, 76 (04): : 1064 - 1071
  • [7] Activities of daily living
    Romero-Ayuso, Dulce Maria
    ANALES DE PSICOLOGIA, 2007, 23 (02): : 264 - 271
  • [8] ACTIVITIES OF DAILY LIVING
    Chen, Lisa Hsiao
    NEW YORK TIMES BOOK REVIEW, 2022, 127 : 15 - 15
  • [9] Preventing Loss of Basic Activities of Daily Living and Instrumental Activities of Daily Living in Elderly Identification of Individual Risk Factors in a Holistic Perspective
    Candela, Filippo
    Zucchetti, Giulia
    Ortega, Enrique
    Rabaglietti, Emanuela
    Magistro, Daniele
    HOLISTIC NURSING PRACTICE, 2015, 29 (05) : 313 - 322
  • [10] THE HIERARCHICAL RELATIONSHIP BETWEEN ACTIVITIES OF DAILY LIVING AND INSTRUMENTAL ACTIVITIES OF DAILY LIVING
    SPECTOR, WD
    KATZ, S
    MURPHY, JB
    FULTON, JP
    JOURNAL OF CHRONIC DISEASES, 1987, 40 (06): : 481 - 489