A data mining approach to reduce the false alarm rate of patient monitors

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS

Volumn , Issue , 2012, Pages 5935-5938

  Baumgartner, Benedikt ^a   Rodel, Kolja ^a   Knoll, Alois ^a  

^a TECHNICAL UNIVERSITY OF MUNICH   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION ACCURACY; CLASSIFICATION ALGORITHM; CLASSIFICATION RESULTS; DATA MINING METHODS; FALSE ALARM RATE; FALSE ALARMS; HIGH RATE; HIGH SENSITIVITY; INTENSIVE CARE; MONITORING SYSTEM; MULTI LAYER PERCEPTRON; MULTIPARAMETERS; NAIVE BAYES; PATIENT STATE; TEST SETS; TRAINING DATA;

CLASSIFICATION (OF INFORMATION); DATA MINING; DECISION TREES; ERRORS; INTENSIVE CARE UNITS; PATIENT MONITORING;

ALARM SYSTEMS;

ARTICLE; EQUIPMENT; EQUIPMENT FAILURE; HUMAN; INFORMATION RETRIEVAL; PHYSIOLOGIC MONITORING;

EQUIPMENT FAILURE; HUMANS; INFORMATION STORAGE AND RETRIEVAL; MONITORING, PHYSIOLOGIC;

MLCS; MLOWN;

EID: 84880784564     PISSN: 1557170X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/EMBC.2012.6347345     Document Type: Conference Paper

References (11)

1. J. Y. Gabor, A. B. Cooper, S. A. Crombach, B. Lee, N. Kadikar, H. E. Bettger, and P. J. Hanly, "Contribution of the intensive care unit environment to sleep disruption in mechanically ventilated patients and healthy subjects," American Journal of Respiratory and Critical Care Medicine, vol. 167, no. 5, pp. 708-715, Mar. 2003.
2. M. A. F. P. Novaes, E. Knobel, A. M. Bork, O. F. Pavo, L. A. Nogueira-Martins, and M. Bosi Ferraz, "Stressors in icu: perception of the patient, relatives and health care team," pp. 1421-1426, 1999-12-18.
3. M. Topf, "Hospital noise pollution: an environmental stress model to guide research and clinical interventions," Journal of Advanced Nursing, vol. 31, no. 3, pp. 520-528, 2000.
4. M.-C. Chambrin, P. Ravaux, D. Calvelo-Aros, A. Jaborska, C. Chopin, and B. Boniface, "Multicentric study of monitoring alarms in the adult intensive care unit (icu): a descriptive analysis," Intensive Care Medicine, vol. 25, no. 12, pp. 1360-1366, 1999-12-18.
5. S. Siebig, S. Kuhls, M. Imhoff, J. Langgartner, M. Reng, J. Schlmerich, U. Gather, and C. E. Wrede, "Collection of annotated data in a clinical validation study for alarm algorithms in intensive care? a methodologic framework," Journal of Critical Care, vol. 25, no. 1, pp. 128-135, Mar. 2010.
6. M. Görges, B. A. Markewitz, and D. R. Westenskow, "Improving alarm performance in the medical intensive care unit using delays and clinical context," Anesthesia & Analgesia, vol. 108, no. 5, pp. 1546-1552, 2009.
7. VDE, Ed., Alarmgebung medizinischer Geräte, 2010.
8. A. Aboukhalil, L. Nielsen, M. Saeed, R. G. Mark, and G. D. Clifford, "Reducing false alarm rates for critical arrhythmias using the arterial blood pressure waveform," Journal of Biomedical Informatics, vol. 41, no. 3, pp. 442-451, Jun. 2008.
9. D. Apiletti, E. Baralis, G. Bruno, and T. Cerquitelli, "Real-time analysis of physiological data to support medical applications," Information Technology in Biomedicine, IEEE Transactions on, vol. 13, no. 3, pp. 313-321, 2009.
10. M. Saeed, M. Villarroel, A. Reisner, G. Clifford, L.-W. Lehman, G. Moody, T. Heldt, T. Kyaw, B. Moody, and R. Mark, "Multiparameter intelligent monitoring in intensive care ii: a public-access intensive care unit database." Critical care medicine, vol. 39, no. 5, pp. 952-960, May 2011.
11. M. Hall, E. Frank, G. Holmes, B. Pfahringer, P. Reutemann, and I. H. Witten, "The weka data mining software: an update," SIGKDD Explor. Newsl., vol. 11, no. 1, pp. 10-18, 2009.