Data mining of patients on weaning trials from mechanical ventilation using cluster analysis and neural networks

Proceedings of the 31st Annual International Conference of the IEEE Engineering in Medicine and Biology Society: Engineering the Future of Biomedicine, EMBC 2009

Volumn , Issue , 2009, Pages 4343-4346

  Arizmendi, Carlos ^a   Romero, Enrique ^a   Alquezar, René ^a   Caminal, Pere ^a   Díaz, Ivan ^b   Benito, Salvador ^b   Giraldo, Beatriz F ^a  

^a UNIVERSITAT POLITÈCNICA DE CATALUNYA   (Spain)

^b HOSPITAL DE LA SANTA CREU I SANT PAU   (Spain)

Author keywords

[No Author keywords available]

Indexed keywords

DATA MINING; TIME SERIES; VENTILATION;

CARDIAC SIGNALS; CLUSTER CENTROIDS; INTENSIVE CARE; MECHANICAL VENTILATION; MOVING WINDOW; SELECTION PROCEDURES; SPONTANEOUS BREATHING; WEANING TRIALS;

CLUSTER ANALYSIS;

EID: 77951005755     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IEMBS.2009.5332742     Document Type: Conference Paper

References (12)

1. M. Meade, G. Guyatt, D. Cook, L. Griffith, "Predicting success in weaning from mechanical ventilation", Chest, 120, 6, 2001.
2. M.J. Tobin, "Advances in mechanical ventilation", N. Engl. J. Med., Vol.344, N. 26, pp. 1986-1996, 2001.
3. G. Benchetrit, "Breathing pattern in humans: diversity and individuality", Respiration Physiology, 122, pp. 123-129, 2000.
4. P. Caminal, L. Domingo, B.F. Giraldo, M. Vallverdú, S. Benito, G.Vázquez, D. Kaplan, "Variability analysis of the respiratory volume based on nonlinear prediction methods", Medical & Biological Engineering & Computing, 42, pp. 86-91, 2004.
5. M.J. Tobin, M.J. Mador, S.M. Guenter, R.F. Lodato, M.A. Sackner, "Variability of resting respiratory center drive and timing in healthy subjects", J. Appl. Physiol., 65, pp. 309-317, 1988.
6. E.N. Bruce, "Measures of respiratory pattern variability", in Bioengineering approaches to pulmonary physiology and medicine, Plenum Press, pp. 149-160, 1996.
7. M.C. Khoo, "Determinants of ventilatory instability and variability", Respiratory Physiology, 122, pp. 167-182, 2000.
8. Howard E.A. Tinsley, Steven D. Brown, Edit. "Handbook of applied multivariate statistics and mathematical modelling". Ed. Academic Press. 2000.
9. C.M. Bishop, "Neural Networks for Pattern Recognition", Oxford University Press, 1995.
10. A. Gottschalk, M.C. Hyzer, R.T. Geer, "A comparison of human and machine-based predictions of successful weaning from mechanical ventilation", Med. Decis. Making, 20(2): 160-169, 2000.
11. E. Romero, J.M. Sopena, "Performing feature selection with multilayer perceptrons", IEEE Transactions on Neural Networks 19 (3), 431-441, 2008.
12. th International Conference on Machine Learning and Applications, 613-618, 2008.