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
  • [31] Spark-Based Classification Algorithms for Daily Living Activities
    Moldovan, Dorin
    Antal, Marcel
    Pop, Claudia
    Olosutean, Adrian
    Cioara, Tudor
    Anghel, Ionut
    Salomie, Ioan
    ARTIFICIAL INTELLIGENCE AND ALGORITHMS IN INTELLIGENT SYSTEMS, 2019, 764 : 69 - 78
  • [32] Automatic Recognition of Daily Living Activities Based on a Hierarchical Classifier
    Banos, Oresti
    Damas, Miguel
    Pomares, Hector
    Rojas, Ignacio
    ADVANCES IN COMPUTATIONAL INTELLIGENCE, IWANN 2011, PT II, 2011, 6692 : 185 - 193
  • [33] Recognition Of Activities Of Daily Living Based On The Vertical Displacement Of The Wrist
    Parra-Sanchez, Sergio
    Manuel Gomez-Gonzalez, Juan
    Quintero Ortega, Irais A.
    Mendoza-Novelo, Birzabith
    Delgado-Garcia, Jorge
    Cuellar Cruz, Mayra
    Vega-Gonzalez, Arturo
    MEDICAL PHYSICS: FOURTEENTH MEXICAN SYMPOSIUM ON MEDICAL PHYSICS, 2016, 1747
  • [34] PREDICTORS OF PERFORMANCE-BASED INSTRUMENTAL ACTIVITIES OF DAILY LIVING
    Schmidt, E.
    Ross, L. A.
    Ball, K.
    GERONTOLOGIST, 2012, 52 : 526 - 526
  • [35] Online Decision Support Tool that Explains Temporal Prediction of Activities of Daily Living (ADL)
    Wojtusiak, Janusz
    Asadzadehzanjani, Negin
    Levy, Cari
    Alemi, Farrokh
    Williams, Allison
    HEALTHINF: PROCEEDINGS OF THE 14TH INTERNATIONAL JOINT CONFERENCE ON BIOMEDICAL ENGINEERING SYSTEMS AND TECHNOLOGIES - VOL. 5: HEALTHINF, 2021, : 629 - 636
  • [36] Functional disability in activities of daily living and instrumental activities of daily living among Nepalese Newar elderly
    Chalise, Hom Nath
    Saito, Tami
    Kai, Ichiro
    PUBLIC HEALTH, 2008, 122 (04) : 394 - 396
  • [37] Activities of daily living, instrumental activities for daily living and predictors of functional capacity of older men in Jamaica
    Bourne, Paul Andrew
    NORTH AMERICAN JOURNAL OF MEDICAL SCIENCES, 2009, 1 (04) : 184 - 192
  • [38] Monitoring System for Detecting Decrease of Living Motivation Based on Change in Activities of Daily Living
    Solna, Taichi
    Lawanont, Worawat
    Yokemura, Taketoshi
    Inoue, Masahiro
    2020 IEEE INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS (ICCE), 2020, : 374 - 377
  • [39] Vehicle identification and classification system based on Decision Tree
    Wan, Huisong
    Jiang, Shuming
    Zhang, Yuanyuan
    Zou, Guofeng
    APPLIED SCIENCE, MATERIALS SCIENCE AND INFORMATION TECHNOLOGIES IN INDUSTRY, 2014, 513-517 : 373 - 377
  • [40] PE Teaching Activities in Colleges and Universities Based on Decision Tree
    Chen, Jian
    INTERNATIONAL JOURNAL OF EMERGING TECHNOLOGIES IN LEARNING, 2018, 13 (08): : 38 - 50