Categorization of COPD patient's health level through the use of the CHRONIOUS wearable platform

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

Volumn , Issue , 2012, Pages 61-64

  Bellos, Christos ^a   Papadopoulos, Athanassios ^a   Rosso, Roberto ^b   Fotiadis, Dimitrios I ^a  

^a INSTITUTE OF COMPUTER SCIENCE   (Greece)

^b TESAN Telematic and Biomedical Services SpA   (Italy)

Author keywords

Chronic Obstructive Pulmonary Disease; Classification; Random Forests; Support Vector Machine

Indexed keywords

CHRONIC DISEASE; CHRONIC OBSTRUCTIVE PULMONARY DISEASE; CRITICAL FACTORS; DIAGNOSTIC TESTS; DISCRETE LEVELS; HEALTH STATUS; HYBRID TECHNIQUES; PATIENT MANAGEMENT; PLATFORM INTERFACE; RANDOM FORESTS; SUCCESSFUL MANAGEMENT; TREATMENT PLANS;

CLASSIFICATION (OF INFORMATION); DECISION TREES; HEALTH; PULMONARY DISEASES; SUPPORT VECTOR MACHINES;

PATIENT TREATMENT;

AGED; ARTICLE; CHRONIC OBSTRUCTIVE LUNG DISEASE; EQUIPMENT; FEMALE; HUMAN; INFORMATION PROCESSING; MALE; METHODOLOGY; MIDDLE AGED; PATHOPHYSIOLOGY; PHYSIOLOGIC MONITORING; PILOT STUDY; SIGNAL PROCESSING; VERY ELDERLY;

AGED; AGED, 80 AND OVER; DATA COMPRESSION; FEMALE; HUMANS; MALE; MIDDLE AGED; MONITORING, PHYSIOLOGIC; PILOT PROJECTS; PULMONARY DISEASE, CHRONIC OBSTRUCTIVE; SIGNAL PROCESSING, COMPUTER-ASSISTED;

MLCS; MLOWN;

EID: 84881065063     PISSN: 1557170X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/EMBC.2012.6345871     Document Type: Conference Paper

References (16)

1. K. Atsou, C. Chouaid, G Hejblum, Variability of chronic obstructive pulmonary disease key epidemiological data in Europe: systematic review. BMC Med. 2011.
2. S. McLean, U. Nurmatov, J. Liu, C. Pagliari, J. Car, A. Sheikh: Telehealthcare for chronic obstructive pulmonary disease. Cochrane Database Syst Rev. 2011.
3. M. Chen, S. Gonzalez, A. Vasilakos, H. Cao, V. Leung: Body Area Networks: A Survey, Mobile Netw Appl. 2011.
4. A. Papadopoulos, D.I. Fotiadis, M. Lawo, F. Ciancitto, C. Podolak, R. L. Dellaca, G. Munaro, R. Rosso: CHRONIOUS: A Wearable System for the Management of Chronic Disease. 9th International Conference on Information Technology & Applications in Biomedicine, Larnaca, Cyprus, 2009.
5. C. Bellos, A. Papadopoulos, D.I. Fotiadis and R. Rosso: An Intelligent System for Classification of Patients Suffering from Chronic Diseases. 32nd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Buenos Aires, Argentina, August 31 - September 4, 2010.
6. G. Viegi, F. Pistelli, D.L. Sherrill, S. Maio, S. Baldacci and L. Carrozzi: Definition, epidemiology and natural history of COPD. Eur Respir J; 30: pp. 993-1013, 2007.
7. GOLD 2008 Guidelines (Global Initiative for Chronic Obstructive Lung Disease).
8. C. Bellos, A. Papadopoulos, R. Rosso και D.I. Fotiadis: Extraction and Analysis of features acquired by wearable sensors network. 10th International Conference on Information Technology and Applications in Biomedicine, Corfu, Greece, 2-5 November 2010.
9. I. Fatimah, N.A. Osman, J. Usman and N.A. Kadri: Performance Evaluation of Coifman Wavelet for ECG Signal Denoising. Proceedings of IFMBE (pp. 419-422). IFMBE, 2007.
10. D. Taniar: Data Mining and Knowledge Discovery Technologies. Part of the IGI Global series named Advances in Data Warehousing and Mining (ADWM) Vol. 2, 2007.
11. L. Brieman: Random forests. Machine Learning Journal, 45, pp. 5-32, 2001.
12. E.E. Tripoliti, D.I. Fotiadis, M. Argyropoulou, G. Manis: A six stage approach for the diagnosis of Alzheimer's disease based on fMRI data. Journal of Biomedical Informatics, Vol. 43, pp. 307-320, 2010.
13. L. Rokach, O. Maimon: Data Mining with Decision Trees, Series in machine perception and artificial intelligence. Vol. 69, pp. 71-71, 2008.
14. C. Hsu and C. Lin.: A Comparison of Methods for Multiclass Support Vector Machines. IEEE Transactions on Neural Networks, 2002.
15. M. Kumar and M. Gopal: Reduced one-against-all method for multiclass SVM classification. Expert Systems with Applications, 2011.
16. N.E. Ayat, M. Cheriet and C.Y. Suen: Automatic model selection for the optimization of SVM kernels. Pattern Recognition 38 1733-1745, 2005.