Journal of Applied Sciences1812-56541812-5662Asian Network for Scientific Information10.3923/jas.2014.165.170AlturkiAlaa M. Al-GhamdiAbdulaziz M. Khaled Daqrouq Rami Al-Hmouz 22014142The electrocardiogram (ECG) is a vital signal to investigate
the heart functional, it is one of the most important electrical signals which
characterize human heart performance and gives a fast anticipation about the
heart condition. The main objective of this study is to use the Bayesian algorithm
in application of ECG arrhythmia classification. The investigation of the better
performance of the classifier by feature extraction methods analysis is considered.
The obtained results showed that Bayesian classifier achieved with Wavelet Packet
Energy (WPE) a higher success rate (93.75%). Same methods are used to check
the classifier possibility when the signals are contaminated with natural noise
taken from other noisy ECG signals after filtration; the obtained results showed
that WPE is more appropriate for classification of ECG arrhythmia by means of
Bayesian algorithm classifier, 72.13% for 0 SNR and 84.98% for 5 SNR.]]>Paul, B., K.T. Shanavaz and P. Mythili,20122012pp: 15Avia-Cervantes, J.G., M. Torres-Cisneros, J.E.S. Martinez and J. Pinales,20062006pp: 257261Bayes-de-Luna, A., D. Goldwasser, M. Fiol and A. Bayes-Genis,20102010Thanapatay, D., C. Suwansaroj and C. Thanawattano,20102010pp: V1-72V1-75Goldberger, A.L.,20112011Jovic, A. and N. Bogunovic,20092009pp: 3540Daqrouq, K. and N. Abu-Isbeih Ibrahim,20072007pp: 122126Shi, W.V., T.N. Chang and M.C. Zhou,20102010pp: 566571Daamouche, A., L. Hamami, N. Alajlan and F. Melgani,20127342349Moazzen, I., M.R. Ahmadzadeh, A.M. Doost-Hoseini and M.J. Omidi,20092009pp: 15Martinez, J.P., S. Olmos and P. Laguna,20002000pp: 8184Kohler, B.U., C. Hennig and R. Orglmeister,2002214257Prado, R., I. Garcia and P. Gomis,20012001pp: 501504Bunluechokchai, S. and M.J. English,20032003pp: 553556Josko, A.,20072007pp: 13Espiritu-Santo-Rincon, A. and C. Carbajal-Fernandez,20102010pp: 250255Ma, J., X. Zhan and S. Zeng,20112011pp: 9094Ashby, D.,20062535893631Wiggins, M., A. Saad, B. Litt and G. Vachtsevanos,20088599608De Oliveira, L.S.C., R.V. Andreao and M. Sarcinelli-Filho,20102010pp: 11311134Serinagaoglu, Y. and U. Aydin,20092009pp: 153156Lin, C., C. Mailhes and J.Y. Tourneret,20105728402849Kara, S. and M. Okandan,20074029672973Avci, D.,20093662956300Avci, E.,200732485498Moody, G.B. and R.G. Mark,2001204550Goldberger, A.L., L.A.N. Amaral, L. Glass, J.M. Hausdorff and P.C.H. Ivanov et al.,2000101e215e220Qiao, S. and P. Zhou,20072007pp: 17661769Daqrouq, K. and K.Y. Al Azzawi,20123814671479