Data Stream Quality Evaluation for the Generation of Alarms in the Health Domain

被引:3
作者
Fagundez, Saul [1 ]
Fleitas, Joaquin [2 ]
Marotta, Adriana [2 ]
机构
[1] Univ Republica, Fac Ingn, Inst Comp, Julio Herrera & Reissig 565, Montevideo 11300, Uruguay
[2] Univ Republica, Montevideo, Uruguay
关键词
Data quality; sensors; data streaming; smart home; health monitoring; data quality model;
D O I
10.1515/jisys-2014-0166
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The use of sensors has had an enormous increment in the last years, becoming a valuable tool in many different areas. In this kind of scenario, the quality of data becomes an extremely important issue; however, not much attention has been paid to this specific topic, with only a few existing works that focus on it. In this paper, we present a proposal for managing data streams from sensors that are installed in patients' homes in order to monitor their health. It focuses on processing the sensors' data streams, taking into account data quality. In order to achieve this, a data quality model for this kind of data streams and an architecture for the monitoring system are proposed. Moreover, our work introduces a mechanism for avoiding false alarms generated by data quality problems.
引用
收藏
页码:361 / 369
页数:9
相关论文
共 50 条
  • [31] Developing a Data Quality Evaluation Framework for Sewer Inspection Data
    Khaleghian, Hossein
    Shan, Yongwei
    WATER, 2023, 15 (11)
  • [32] Data quality evaluation for measurement and verification processes
    Gous, A. G. S.
    Booysen, W.
    Hamer, W.
    PROCEEDINGS OF THE 13TH CONFERENCE ON THE INDUSTRIAL AND COMMERICAL USE OF ENERGY (ICUE), 2016, : 9 - 15
  • [33] A framework for quality evaluation in data integration systems
    Akoka, J.
    Berti-Equille, L.
    Boucelma, O.
    Bouzeghoub, M.
    Comyn-Wattiau, I.
    Cosquer, M.
    Goasdoue-Thion, V.
    Kedad, Z.
    Nugier, S.
    Peralta, V.
    Sisaid-Cherfi, S.
    ICEIS 2007: PROCEEDINGS OF THE NINTH INTERNATIONAL CONFERENCE ON ENTERPRISE INFORMATION SYSTEMS: INFORMATION SYSTEMS ANALYSIS AND SPECIFICATION, 2007, : 170 - +
  • [34] An Evaluation Method for the Magnetometer Calibration Data Quality
    Wu, Yinfeng
    Liu, Guolong
    Yu, Ning
    Feng, Renjian
    PROCEEDINGS OF THE 2021 IEEE INTERNATIONAL CONFERENCE ON FLEXIBLE AND PRINTABLE SENSORS AND SYSTEMS (FLEPS), 2021,
  • [35] Research on Data Currency Rule and Quality Evaluation
    Duan, Xuliang
    Guo, Bing
    Shen, Yan
    Shen, Yuncheng
    Dong, Xiangqian
    Zhang, Hong
    INFORMATION TECHNOLOGY AND CONTROL, 2021, 50 (02): : 247 - 263
  • [36] Application of data quality assessment methods to an LCA of electricity generation
    John R. May
    David J. Brennan
    The International Journal of Life Cycle Assessment, 2003, 8 : 215 - 225
  • [37] Application of data quality assessment methods to an LCA of electricity generation
    May, JR
    Brennan, DJ
    INTERNATIONAL JOURNAL OF LIFE CYCLE ASSESSMENT, 2003, 8 (04) : 215 - 225
  • [38] Data measurement in research information systems: metrics for the evaluation of data quality
    Azeroual, Otmane
    Saake, Gunter
    Wastl, Jurgen
    SCIENTOMETRICS, 2018, 115 (03) : 1271 - 1290
  • [39] Data measurement in research information systems: metrics for the evaluation of data quality
    Otmane Azeroual
    Gunter Saake
    Jürgen Wastl
    Scientometrics, 2018, 115 : 1271 - 1290
  • [40] Data and Process Quality Evaluation in a Textual Big Data Archiving System
    Fugini, Mariagrazia
    Finocchi, Jacopo
    ACM JOURNAL ON COMPUTING AND CULTURAL HERITAGE, 2022, 15 (01):