메뉴 건너뛰기




Volumn 127 CCIS, Issue , 2011, Pages 212-223

Weighted SVMs and feature relevance assessment in supervised heart beat classification

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION MODELS; CLASSIFICATION PERFORMANCE; CLASSIFICATION RATES; CONVEX APPROXIMATION; ECG SIGNALS; FEATURE RELEVANCE; FEATURE SETS; HEART BEATS; PATIENT MODELS; SVM CLASSIFIERS; SVM MODEL;

EID: 79952510758     PISSN: 18650929     EISSN: None     Source Type: Book Series    
DOI: 10.1007/978-3-642-18472-7_17     Document Type: Conference Paper
Times cited : (52)

References (18)
  • 3
    • 2942709662 scopus 로고    scopus 로고
    • Automatic classification of heartbeats using ECG morphology and heartbeat interval features
    • DOI 10.1109/TBME.2004.827359
    • Chazal, P.D., O'Dwyer, M., Reilly, R.B.: Automatic classification of heartbeats using ecg morphology and heartbeat interval features. IEEE Transactions on Biomedical Engineering 51, 1196-1206 (2004) (Pubitemid 38787925)
    • (2004) IEEE Transactions on Biomedical Engineering , vol.51 , Issue.7 , pp. 1196-1206
    • De Chazal, P.1    O'Dwyer, M.2    Reilly, R.B.3
  • 5
    • 33747780517 scopus 로고    scopus 로고
    • Comparative study of morphological and time-frequency ECG descriptors for heartbeat classification
    • DOI 10.1016/j.medengphy.2005.12.010, PII S135045330600004X
    • Christov, I., Ǵomez-Herrero, G., Krasteva, V., Jekova, I., Gotchev, A., Egiazarian, K.: Comparative study of morphological and time-frequency ecg descriptors for heartbeat classification. Med. Eng. Phys. 28(9), 876-887 (2006) (Pubitemid 44278733)
    • (2006) Medical Engineering and Physics , vol.28 , Issue.9 , pp. 876-887
    • Christov, I.1    Gomez-Herrero, G.2    Krasteva, V.3    Jekova, I.4    Gotchev, A.5    Egiazarian, K.6
  • 7
    • 77956426802 scopus 로고    scopus 로고
    • Feature selection
    • Wang, J. (ed.), 2nd edn. Information Science Reference
    • François, D.: Feature selection. In: Wang, J. (ed.) Encyclopedia of Data Mining and Warehousing, 2nd edn. Information Science Reference (2008)
    • (2008) Encyclopedia of Data Mining and Warehousing
    • François, D.1
  • 11
    • 0033918208 scopus 로고    scopus 로고
    • Clustering ECG complexes using hermite functions and self-organizing maps
    • DOI 10.1109/10.846677, PII S0018929400051223
    • Lagerholm, M., Peterson, C., Braccini, G., Edenbrandt, L., Sornmo, L.: Clustering ECG complexes using hermite functions and self-organizing maps. IEEE Transactions on Biomedical Engineering 47(7), 838-848 (2000) (Pubitemid 30421818)
    • (2000) IEEE Transactions on Biomedical Engineering , vol.47 , Issue.7 , pp. 838-848
    • Lagerholm, M.1    Peterson, G.2
  • 12
    • 51749123574 scopus 로고    scopus 로고
    • Classification of electrocardiogram signals with support vector machines and particle swarm optimization
    • Melgani, F., Bazi, Y.: Classification of electrocardiogram signals with support vector machines and particle swarm optimization. IEEE Transactions on Information Technology in Biomedicine 12(5), 667-677 (2008)
    • (2008) IEEE Transactions on Information Technology in Biomedicine , vol.12 , Issue.5 , pp. 667-677
    • Melgani, F.1    Bazi, Y.2
  • 13
    • 0034774017 scopus 로고    scopus 로고
    • ECG beat recognition using fuzzy hybrid neural network
    • DOI 10.1109/10.959322, PII S0018929401091406
    • Osowski, S., Hoai, L.: Ecg beat recognition using fuzzy hybrid neural network. IEEE Transactions on Biomedical Engineering 48(11), 1265-1271 (2001) (Pubitemid 32988567)
    • (2001) IEEE Transactions on Biomedical Engineering , vol.48 , Issue.11 , pp. 1265-1271
    • Osowski, S.1    Linh, T.H.2
  • 14
    • 1642265037 scopus 로고    scopus 로고
    • Support vector machine-based expert system for reliable heartbeat recognition
    • DOI 10.1109/TBME.2004.824138
    • Osowski, S., Hoai, L., Markiewicz, T.: Support vector machine-based expert system for reliable heartbeat recognition. IEEE Transactions on Biomedical Engineering 51(4), 582-589 (2004) (Pubitemid 38375133)
    • (2004) IEEE Transactions on Biomedical Engineering , vol.51 , Issue.4 , pp. 582-589
    • Osowski, S.1    Hoai, L.T.2    Markiewicz, T.3
  • 15
    • 62249091791 scopus 로고    scopus 로고
    • Hierarchical support vector machine based heartbeat classification using higher order statistics and hermite basis function
    • Park, K., Cho, B., Lee, D., Song, S., Lee, J., Chee, Y., Kim, I., Kim, S.: Hierarchical support vector machine based heartbeat classification using higher order statistics and hermite basis function. In: Computers in Cardiology, pp. 229-232 (2008)
    • (2008) Computers in Cardiology , pp. 229-232
    • Park, K.1    Cho, B.2    Lee, D.3    Song, S.4    Lee, J.5    Chee, Y.6    Kim, I.7    Kim, S.8
  • 16
    • 0003120218 scopus 로고    scopus 로고
    • Fast training of support vector machines using sequential minimal optimization
    • Scholkopf, B., Burges, C., Smola, A. (eds.), MIT Press, Cambridge
    • Platt, J.C.: Fast training of support vector machines using sequential minimal optimization. In: Scholkopf, B., Burges, C., Smola, A. (eds.) Advances in Kernel Methods. MIT Press, Cambridge (1999)
    • (1999) Advances in Kernel Methods
    • Platt, J.C.1
  • 17
    • 62949204704 scopus 로고    scopus 로고
    • An ECG classification model based on multilead wavelet transform features
    • Soria,M.,Martinez, J.P.: An ECG classification model based on multilead wavelet transform features. In: Computers in Cardiology, pp. 105-108 (2007)
    • (2007) Computers in Cardiology , pp. 105-108
    • Soria, M.1    Martinez, J.P.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.