On line extraction of temporal episodes from ICU high-frequency data: A visual support for signal interpretation

Computer Methods and Programs in Biomedicine

Volumn 78, Issue 2, 2005, Pages 115-132

  Charbonnier, S ^a  

^a GIPSA LAB   (France)

Author keywords

Decision support; ICU monitoring; Temporal pattern recognition; Trend detection

Indexed keywords

ALGORITHMS; BLOOD; FEATURE EXTRACTION; ONLINE SYSTEMS; PATIENT MONITORING; PERSONNEL; PHYSIOLOGY; PRESSURE EFFECTS; SIGNAL PROCESSING;

BLOOD PRESSURE; NOISY DATA; SEGMENTATION ALGORITHMS; VISUAL REPRESENTATION;

INTENSIVE CARE UNITS;

ADULT; ALGORITHM; ARTICLE; BLOOD PRESSURE MONITORING; HUMAN; INTENSIVE CARE UNIT; NOISE; ONLINE SYSTEM; SIMULATION; SYSTOLIC BLOOD PRESSURE; VISION;

EID: 17644408377     PISSN: 01692607     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.cmpb.2005.01.003     Document Type: Article

References (26)

1. J.E.W. Beneken, and J. Van der Aa Alarms and their limits in monitoring J. Clin. Monit. 5 1989 205 210
2. S. Lawless Crying wolf: false alarms in a pediatric Intensive Care Unit Crit. Care Med. 22 1994 981 985
3. T. O'Carrol Survey of alarms in an intensive therapy units Anaesthesia 41 1986 742 744
4. E. Coiera Intelligent monitoring and control of dynamic physiological systems Artif. Intell. Med. 5 1993 1 8
5. S. Uckun Intelligent systems in patient monitoring and therapy management. A survey of research projects Int. J. Clin. Monit. Comput. 11 1994 241 253
6. Y. Shahar A framework for knowledge-based temporal abstraction Artif. Intell. 90 1997 79 133
7. Y. Shahar, and M.A. Musen Knowledge-based temporal abstractions in clinical domains Artif. Intell. Med. 8 1996 299 321
8. K. Becker, B. Thull, H. Kasmacher-Leidinger, J. Stemmer, G. Rau, G. Kalff, and H.-J. Zimmermann Design and validation of an intelligent patient monitoring and alarm system based on a fuzzy logic process model Artif. Intell. Med. 11 1997 33 53
9. I. Haimowitz, P.L. Phillip, and I. Kohane Clinical monitoring using regression-based trend templates Artif. Intell. Med. 7 1995 473 496
10. E.M.J. Koski, T. Sukuvaara, A. Makivirta, and A. Kari A knowledge-based alarm system for monitoring cardiac operated patients - assessment of clinical performance Int. J. Clin. Monit. Comput. 11 1994 79 83
11. T. Sukuvaara, E. Koski, A. Makivirta, and A. Kari A knowledge-based alarm system for monitoring cardiac operated patients - technical construction and evaluation Int. J. Clin. Monit. Comput. 10 1993 117 126
12. R. Avent, and J. Charlton A critical review of trend-detection methodologies for biomedical systems Crit. Rev. Biomed. Eng. 17 1990 621 659
13. M. Imhoff, M. Bauer, U. Gather, and D. Lohlein Statistical pattern detection in univariate time series of intensive care on-line monitoring data Intensive Care Med. 24 1998 1305 1314
14. A. Makivirta, E. Koski, A. Kari, and T. Sukuvaara The median filter as a preprocessor for a patient monitor limit alarm system in intensive care Comput. Methods Programs Biomed. 34 1991 139 144
15. D. Calvelo, M.C. Chambrin, D. Pomorski, and P. Ravaux Towards symbolisation using data-driven extraction of local trends for ICU monitoring Artif. Intell. Med. 1-2 2000 203 223
16. D. Calvelo, M.C. Chambrin, D. Pomorski, and P. Ravaux ICU patient state characterization using machine learning in a time series framework, AIMDM'99 Lect. Notes Artif. Intell. 1620 1999 356 360
17. D. Hau, and E. Coiera Learning qualitative models for dynamic systems Mach. Learn. 26 2-3 1993 177 211
18. J. Hunter, and N. McIntosh Knowledge based event detection in complex time series data, AIMDM'99 Lect. Notes Artif. Intell. 1620 1999 271 280
19. E. Keogh A fast and robust method for pattern matching in time series databases Proceedings of 9th International Conference on Tools with Artificial Intelligence TAI'97 1997
20. I. Haimowitz, P.L. Phillip, and I. Kohane Managing temporal worlds for medical trend diagnosis Artif. Intell. Med. 8 1996 299 321
21. S. Miksh, W. Horn, C. Popow, and F. Paky Time-oriented analysis of high frequency data in ICU monitoring N. Lavrac E. Keravnou B. Zupan Intelligent Data Analysis in Medicine and Pharmacology 1997 Kluwer Academic Publishers 17 36
22. S. Miksh, W. Horn, C. Popow, and F. Paky Utilizing temporal data abstraction for data validation in therapy planning for artificially ventilated newborn infants Artif. Intell. Med. 8 1996 543 576
23. F. Steimann The interpretation of time-varying data with DIAMON-1 Artif. Intell. Med. 8 1996 343 357
24. A. Lowe, M. Harrison, and R. Jones Diagnostic monitoring in anaesthesia using fuzzy trend templates for matching temporal patterns Artif. Intell. Med. 16 1999 183 199
25. A. Lowe, R. Jones, and M. Harrison The graphical presentation of decision support information in an intelligent anesthesia monitor Artif. Intell. Med. 22 2001 173 191
26. S. Charbonnier, G. Becq, and L. Biot On line segmentation algorithm for continuously monitored data in Intensive Care Units IEEE Trans. Biomed. Eng. 51 2004 484 492