Health status detection for patients in physiological monitoring

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

Volumn , Issue , 2011, Pages 4921-4924

  Chen, Dongmei ^a   Meng, Max Q H ^a  

^a CHINESE UNIVERSITY OF HONG KONG   (Hong Kong)

Author keywords

[No Author keywords available]

Indexed keywords

A-DENSITY; DENSITY ESTIMATION; DENSITY RATIO; HEALTH STATUS; PHYSIOLOGICAL MONITORING; PHYSIONET; PILOT EXPERIMENT;

HEALTH; PATIENT MONITORING;

PHYSIOLOGY;

ALGORITHM; ARTICLE; COMPUTER ASSISTED DIAGNOSIS; ELECTROCARDIOGRAPHY; HEALTH STATUS; HEALTH SURVEY; HEART ARRHYTHMIA; HUMAN; METHODOLOGY; REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY; STATISTICAL ANALYSIS; HEALTH STATUS INDICATOR;

ALGORITHMS; ARRHYTHMIAS, CARDIAC; DATA INTERPRETATION, STATISTICAL; DIAGNOSIS, COMPUTER-ASSISTED; ELECTROCARDIOGRAPHY; HEALTH STATUS; HEALTH STATUS INDICATORS; HUMANS; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY;

EID: 84862274450     PISSN: 1557170X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IEMBS.2011.6091219     Document Type: Conference Paper

References (16)

1. Shoji T, Tsubakihara Y, Fujii M, Imai E. Hemodialysis-associated hypotension as an independent risk factor for two-year mortality in hemodialysis patients. Kidney Int. 2004 Sep; 66(3):1212-20
2. Meredith, D., Borhani, Y., Sutherland, S., Hills, L., Fleming, S., Clifton, D.A., Thornley, A., Tarassenko, L., and Pugh, C. Monitoring of Vital Signs During Haemodialysis British Renal Association Conference, Manchester, UK, 2010, pp. 355.
3. Markos Markou, Sameer Singh. Novelty detection: a review-part 1: statistical approaches. Signal Processing Volume 83, Issue 12, December 2003, P 2481-2497.
4. Markos Markou, Sameer Singh .Novelty detection: a review-part 2: neural network based approaches Original Research Article Signal Processing, Volume 83, Issue 12, December 2003, Pages 2499-2521
5. Hugueny, S., Clifton, D.A., and Tarassenko, L. Probabilistic Patient Monitoring Using Extreme Value Theory IEEE Biomedical Engineering Systems and Technologies, Valencia, Spain, 2010, pp. 5-12.
6. Clifton, D.A., Clifton, L., and Tarassenko, L. Patient-Specific Biomedical Condition Monitoring for Post-operative Cancer Patients IET Condition Monitoring, Dublin, Ireland, 2009, pp. 424-433
7. Tarassenko L, Hann A, Young D. Integrated monitoring and analysis for early warning of patient deterioration. British Journal of Anaesthesia. 97(2):pp.64-68, 2006.
8. Borhani, Y., Fleming, S., Clifton, D.A., Sutherland, S., Hills, L., Meredith, D., Pugh, C., and Tarassenko, L. Towards a Data Fusion Model for Predicting Deterioration in Dialysis Patients Computing in Cardiology, Belfast, UK, 2010.
9. Hravnak M, EdwardsL, Clontz A, Valenta C, Devita MA, Pinsky MR. Defining the incidence of cardiorespiratory instability in patients in step-down units using an electronic integrated monitoring system. Arch Intern Med.2008 Jun 23; 168 (12):1300-8
10. Kanamori, T., Hido, S., & Sugiyama, M. A least-squares approach to direct importance estimation. Journal of Machine Learning Research, vol.10 (Jul.), pp.1391-1445, 2009.
11. Hido, S., Tsuboi, Y., Kashima, H., Sugiyama, M., & Kanamori, T. Statistical outlier detection using direct density ratio estimation. To appear in Knowledge and Information Systems
12. Sugiyama, M., Kanamori, T., Suzuki, T., Hido, S., Sese, J., Takeuchi, I., & Wang, L. A density-ratio framework for statistical data processing. IPSJ Transactions on Computer Vision and Applications, vol.1, pp.183-208, 2009.
13. http://www.math.cm.is.nagoya-u.ac.jp/~kanamori/software/LSIF/
14. http://sugiyamawww.cs.titech.ac.jp/~sugi/software/uLSIF/index.htm
15. http://www.physionet.org/physiobank/database/mitdb/
16. http://www.physionet.org/