Robust preprocessing for health care monitoring framework

2009 11th IEEE International Conference on e-Health Networking, Applications and Services, Healthcom 2009

Volumn , Issue , 2009, Pages 169-174

  Ahmad, Nor Faizah ^a   Hoang, Doan B ^a   Phung, M Hoang ^a  

^a UNIVERSITY OF TECHNOLOGY SYDNEY   (Australia)

Author keywords

Data cleaning; Data reduction; Data transformation; Preprocessing

Indexed keywords

DATA CLEANING; DATA TRANSFORMATION; EMERGING APPLICATIONS; INITIAL ASSESSMENT; MEDICAL SENSORS; MONITORING SERVICES; NOISY ENVIRONMENT; PREPROCESSING MODULES; SENSOR DATA;

BLOOD PRESSURE; COST REDUCTION; HEALTH; HEALTH CARE; SENSORS; STATISTICS;

DATA REDUCTION;

EID: 77749302189     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/HEALTH.2009.5406196     Document Type: Conference Paper

References (20)

1. "Australia's health services expenditure to 1997-98," Australian Institute of Health and Welfare 1999.
2. Christina Meredith and Judy Edworthy, "Are there too many alarms in the intensive care unit? An overview of the problems," Journal of Advanced Nursing, vol. 21, no. 1, 1995, pp. 15-20.
3. J. Edworthy and E. Hellier, "Alarm and Human Behaviour: Implications for Medical Alarms," British Journal of Anaesthesia, vol. 97, no. 1, 2006, pp. 12-17.
4. N.F. Ahmad and D.B. Hoang, "Assistive Healthcare Monitoring Framework Using Active Database Approach," Proc. Proceedings of The IADIS International Conference e-Health 2009, pp. 19-26.
5. Z. Yongzhen, et al., "A Weighted Moving Average-based Approach for Cleaning Sensor Data," Distributed Computing Systems, 2007. ICDCS '07. 27th International Conference on, 2007, pp. 38-38.
6. Y.L. Tan, et al., SensoClean: Handling Noisy and Incomplete Data in Sensor Networks using Modeling, University of Maryland, 2005.
7. A. Petrosino and A. Staiano, "A Neuro-fuzzy Approach for Sensor Network Data Cleaning," KES 2007/WIRN 2007, Part III, LNAI 4694, A. B. e. al, ed., Springer-Verlag, 2007, pp. 140-147.
8. S.R. Jeffrey, et al., "Declarative Support for Sensor Data Cleaning," PERVASIVE 2006, LNCS 3968, K. P. F. e. al., ed., Springer-Verlag, 2006, pp. 83-100.
9. E. Elnahrawy and B. Nath, "Cleaning and Querying Noisy Sensors," Proc. Wireless Sensor Networks and Applications Workshop (WSNA) 2003, ACM, 2003.
10. Y. Zhuang and L. Chen, "In-network Outlier Cleaning for Data Collection in Sensor Networks," CleanDB, 2006.
11. A. Quinn and L. Tesar, "A Survey of Techniques for Preprocessing in High Dimensional Data Clustering," Proc. Cybernetic & Informatics Eurodays: Young Generation Viewpoint, 2000.
12. D.J. Hand, et al., Principles of Data Mining, MIT Press, 2001.
13. H. Wang, et al., "Preprocessing in a Tiered Sensor Network for Habitat Monitoring," EURASIP Journal on Applied Signal Processing, vol. 4, 2003, pp. 392-401.
14. T. Bellermans, et al., "Data acquisition, interfacing and pre-processing of highway traffic data," Proc. Technical report bds:00-02, Delft University of Technology, 2000.
15. J. O'Donoghue, et al., "Sensor Validation within a Pervasive Medical Environment," IEEE Sensors 2006, no. 972-975, 2006.
16. P. Roncagliolo, et al., "Biomedical signal acquisition, processing and transmission using smart phone," Journal of Physics: Conference Series , 16th Argentine Bioengineering Congress and the 5th Conference of Clinical Engineering, vol. 90, 2007.
17. J. Rodriguez, et al., "Capturing, Analysing, and Managing ECG Sensor Data in Handheld Devices," LNCS 2888, R. M. e. al., ed., Springer-Verlag 2003.
18. K. Wac, et al., "Power- and delay-aware mobile application-data flow adaptation: the MobiHealth system case study," Proc. e-health Networking, Applications and Services, 2008. HealthCom 2008. 10th International Conference on, 2008, pp. 212-218.
19. N. Kannathal, et al., "Cardiac health diagnosis using data fusion of cardiovascular and haemodynamic signals," Computer Methods and Programs in Biomedicine, vol. 82, 2006, pp. 87-96.
20. L. Thoraval, et al., "Data fusion of electrophysiological and haemodynamic signals for ventricular rhythm tracking," Engineering in Medicine and Biology Magazine, IEEE, vol. 16, no. 6, 1997, pp. 48-55.